Developer Mental Health Tips Julian Gaston ・ Jun 19 '24 #webdev #mentalhealth #beginners #productivity  ( 6 min )

Andrew Huang gives us an early look at GRM Tools Atelier, a sleek new modular music-making environment he helped shape with feedback and demos. He thanks GRM for the access and commissioned video, then jumps right into the interface’s global controls, showing how you can sculpt sounds with precision and ease. Following a quick 0:00 intro, he breaks down the unique global features at 0:57, dives into a wild modulation system at 5:24, explores the audio generators and processors at 10:34, and wraps up with final thoughts at 16:31. If you’re hungry for next-level sound design tools, this Atelier walkthrough is pure inspiration. Watch on YouTube  ( 6 min )

Dear Silas | A COLORS SHOW Mississippi rapper and trumpeter Dear Silas lights up the iconic COLORS stage by fusing razor-sharp storytelling with chilled, jazz-infused grooves. His performance perfectly showcases how he weaves soulful trumpet riffs into vivid, narrative-driven bars. As part of COLORSxSTUDIOS’ signature no-frills setup, this minimalist backdrop ensures Dear Silas takes center stage, highlighting raw talent and fresh sounds in a scene that’s often overcrowded with noise. Watch on YouTube  ( 6 min )

Circles Around the Sun stopped by KEXP on August 21, 2025 to unleash a fiery live take of “Hot Pursuit.” Anchored by Dan Horne’s thumping bass, Mark Levyz’s punchy drums, Adam MacDougall’s lush keyboards and John Lee Shannon’s sizzling guitar, the band got plenty of help from host Troy Nelson and audio whizzes Kevin Suggs, Matt Ogaz and Horne himself behind the boards. Cameras Jim Beckmann, Carlos Cruz, Scott Holpainen, Jonathan Jacobson and Luke Knecht captured every moment, with Beckmann also handling the edit. Catch more from the band at circlesaroundthesun.bandcamp.com or dive into KEXP at kexp.org. Watch on YouTube  ( 6 min )

Circles Around the Sun & Mikaela Davis Live on KEXP Circles Around the Sun teamed up with harpist-vocalist Mikaela Davis for a spirited in-studio session at KEXP on August 21, 2025. They breezed through three tracks—“Hot Pursuit,” “After Sunrise” and “Moonbow”—backed by Dan Horne on bass, Mark Levyz on drums, Adam MacDougall on keys and John Lee Shannon shredding guitar. Hosted by Troy Nelson and captured by a crack team of engineers and camera operators (Kevin Suggs, Matt Ogaz, Jim Beckmann & crew), the performance is streaming now via KEXP.org and Circles Around the Sun’s Bandcamp. Join the YouTube channel for exclusive perks! Watch on YouTube  ( 6 min )

Jorja Smith dropped a stripped-down live take of “With You” in Seattle’s KEXP studio on August 8, 2025, with Benjamin Totten on guitar. The performance was hosted by Larry Mizell Jr., captured by a talented crew (audio by Kevin Suggs, mastering by Matt Ogaz, cameras by Jim Beckmann, Carlos Cruz, Leah Franks & Luke Knecht) and edited by Jim Beckmann. You can catch more from Jorja at jorjasmith.com or tune into kexp.org for the full video and to join the channel for extra perks. Watch on YouTube  ( 6 min )

Jorja Smith – “The Way I Love You” (Live on KEXP) Jorja Smith delivers a soulful, stripped-back performance of “The Way I Love You” straight from KEXP’s studio on August 8, 2025. Backed by Benjamin Totten on guitar and hosted by Larry Mizell, Jr., this session captures her vocal magic in an intimate setting. Behind the scenes, audio engineer Kevin Suggs and mastering guru Matt Ogaz make sure every note shines, while Jim Beckmann, Carlos Cruz, Leah Franks and Luke Knecht handle the cameras and editing. Perfect for fans who love raw, authentic live takes. Watch on YouTube  ( 6 min )

Jorja Smith brought her sultry vocals to the KEXP studio on August 8, 2025, tearing through an intimate live take of “Try Me.” She’s backed by guitarist Benjamin Totten, with host Larry Mizell Jr. guiding the vibe, audio engineer Kevin Suggs capturing the raw sound and Matt Ogaz putting on the finishing touches. A crack camera crew—Jim Beckmann, Carlos Cruz, Leah Franks and Luke Knecht—filmed every angle, while Beckmann also handled editing. Catch the full performance at kexp.org or jorjasmith.com, and join the YouTube channel for exclusive perks. Watch on YouTube  ( 6 min )

Jorja Smith – “On My Mind” (Live on KEXP) On August 8, 2025, Jorja Smith dropped a soulful rendition of “On My Mind” in the KEXP studio, backed by guitarist Benjamin Totten and captured by a star-studded crew (host Larry Mizell Jr., engineers Kevin Suggs & Matt Ogaz, plus camera wizards Jim Beckmann, Carlos Cruz, Leah Franks & Luke Knecht). Catch more from Jorja at jorjasmith.com or dive into the full performance at kexp.org and YouTube (don’t forget to join for perks!). Watch on YouTube  ( 6 min )

This write-up distills exactly what we just did: triaging an aging Helm-based AGIC install, fixing identity and tooling gotchas, and cleanly migrating to the AKS ingress-appgw add-on while keeping the same Application Gateway and public IP. I’m keeping it practical—commands, failure modes, and what to check next. The situation we started with AGIC (Helm) was old (1.5.x era) and running in default namespace. It still used AAD Pod Identity patterns (aadpodidbinding, USE_MANAGED_IDENTITY_FOR_POD), which are deprecated in favor of Azure Workload Identity (WI). A bunch of confusing errors popped up: AGIC couldn’t get tokens (“Identity not found”) after UAMI changes. APPGW_RESOURCE_ID was corrupted to C:/Program Files/Git/... (Git Bash path conversion). An invalid API version warning (older CLI…  ( 8 min )

Golf Behind Bars: A Second Chance Through the Swing At Cedar Creek Corrections Center in Washington, superintendent Tim Thrasher launched the Cedar Creek Golf Club to teach inmates patience, discipline and respect. Every Wednesday night a dozen guys grab borrowed clubs, hit foam balls on a makeshift range and swap stories about their shots—good, bad and everything in between. More Than Just a Game Inmates Nico, Tejuan and Rodron share how the program reshaped their self-image and gave them hope beyond prison walls. Their journey even led to a milestone trip off-site for a real round at The Home Course, proving that a little tee time can go a long way. Watch on YouTube  ( 6 min )

Battlefield 6 Launches + Future of Xbox Unclear Battlefield 6 has finally dropped, and Kurt & Lucy break down their hands-on impressions before moving on to spotlight some underrated 2025 titles. They pause for a heartfelt “eulogy” to Destiny 2 then dive into xAI Game Studios’ big reveal and throw around wild predictions for what Xbox hardware might look like down the road. Later they gush over Nintendo’s Pikmin short film, dish out this week’s juiciest “Beef of the Week,” weigh in on brewing Steam Machine rumors, and wrap it all up with a deep-dive into the bizarre world of Megabonk. Watch on YouTube  ( 6 min )

Introduction If you’ve ever watched your backend performance graph nosedive as production traffic rises, you already know the culprit often lurks below the API layer — in the database. A well-designed backend can still stall if every request waits on slow queries, exhausted connections, or bloated indexes. While scaling compute resources might buy time, true backend optimization starts at the data layer. This post focuses entirely on database-centric performance techniques — the stuff that really moves the needle when your system is in production. We’ll cover practical approaches ranging from connection pooling to sharding, with comparisons across PostgreSQL, MySQL, and MongoDB where relevant. 1. The Hidden Cost of Connections: Why Pooling Matters Every database query starts with a han…  ( 12 min )

The ChatGPT Apps SDK gives developers the ability to make ChatGPT more interactive. It lets it call APIs, store user data, and render custom UIsthis tutorial’s for you. We’ll build a movie app that connects to The Movie Database (TMDB), fetches data on popular and upcoming movies, and lets users create their own watch list inside ChatGPT. You’ll learn how to: Build and register tools using the Model Context Protocol (MCP) Create widgets that render React components inside ChatGPT Make API calls to your backend from within a ChatGPT app A paid ChatGPT plan is required to build apps, and developer mode must be enabled. You’ll also need an account with The Movie Database in order to generate an API key. ChatGPT apps run inside ChatGPT in an iframe environment. They’re built with the OpenAI …  ( 22 min )

So like, imagine you just shipped a new feature on your side project, and everyone tells you to tweet about it, but then you realize your last 5 tweets got zero engagement except for that one reply from your college roommate asking if you're okay because you tweeted at 3am again... Anyway, where was I going with this? Ah yeah, building in public with GitHub Actions. So basically, building in public is all about sharing your dev journey, and it's super important for indie hackers, solo devs, and OSS maintainers who want to grow their audience. But here's the thing, it can be super tedious to manually post about your GitHub commits on social media. You have to craft a tweet, add some hashtags, maybe add an image, and it's just... ugh. That's where GitHub Actions come in. With Actions, you can automate the whole posting process using your GitHub commits as triggers. It's like having a personal assistant that posts for you while you're busy building. We built Push to Draft specifically for this reason. Here's an example of how you can set it up: https://commit.jolexhive.com/ ...continued (1200+ words)...  ( 6 min )

Sure! Here's how you could structure a blog with the link included 5-6 times: If you're looking to integrate Instagram functionalities into your Python project, using the Instagram API is a powerful way to do so. Whether you're looking to automate tasks, fetch user data, or analyze content, setting up the API is an essential step. In this blog, we’ll walk you through the prerequisites for using the Instagram API with Python, referencing the Instagram API Python repository multiple times for clarity. Before you can start using the Instagram API, make sure Python is installed on your system. Python 3.6 or higher is recommended. You can verify your installation by running: python --version Once Python is installed, you’re ready to move on to the next step. For more information on how to inst…  ( 7 min )

DNS (Domain Name System) is the layer that connects human-readable domains (like example.com) to actual services such as web servers, mail servers, or CDNs. Every domain relies on different types of DNS records, and missing even a single one can lead to website outages or email failures. This article explains the main DNS record types, why each one matters, and which mistakes are commonly made when setting them up or migrating between providers. Record Type Purpose Example What Happens If Missing A Maps a domain to an IPv4 address example.com → 123.45.67.89 Website will not load AAAA Maps a domain to an IPv6 address example.com → 2606:4700::abcd IPv6 users may not reach the site CNAME Makes one domain an alias of another www.example.com → example.com Aliases or subdomains may s…  ( 7 min )

AI Agents, Language Evolution, and the Security Shift on October 13, 2025 Om Shree ・ Oct 13 #webdev #programming #ai #javascript  ( 5 min )

As developers, we live by a simple creed: show, don't just tell. We write unit tests to prove our code works. We open pull requests with detailed descriptions. We rely on documentation with concrete examples. So why do we let our products be represented by vague marketing fluff? Enter the B2B case study. Too often, it's a dry, uninspired document that gets ignored. But what if we approached it like an engineering problem? What if we treated it like a well-defined API endpoint that returns irrefutable proof of value? This guide will deconstruct the B2B case study and rebuild it from the ground up, developer-style. No buzzwords, just a clear blueprint for creating customer success stories that actually convert technical audiences. CaseStudy Object Forget vague templates. Let's define our c…  ( 9 min )

hello, i made this tool for myself to use also because (at least for me) other similar task managers are not really straight forward for simple usage and a bit overwhelming to get used to https://clarity-tasks.pages.dev/] i used BaaS as i am a front-End dev. tell me what u think about it and also i'm kinda new here so i really don't know how to use it or even am i posting on the right place  ( 6 min )

Originally published at agent-kits.com By R. Shivakumar (rshivakumar@protonmail.com) Three platforms are fighting to become the standard for building AI agents: OpenAI's AgentKit, Google's Agent Development Kit (ADK), and Inngest. Each takes a different approach to solving the same problem—how do you build AI systems that actually do things instead of just answering questions? An Agent Development Kit gives developers the tools to build autonomous systems powered by large language models. Unlike chatbots that simply respond to queries, agents built with these platforms can execute multi-step tasks: scheduling meetings, analyzing data, writing reports, or running code. The key differences come down to architecture, memory management, debugging capabilities, and how they integrate with other…  ( 14 min )

Every few weeks, I’d find myself standing in front of my closet, staring at a wall of clothes and thinking: I have nothing to wear… again. Hi, I’m Oreoluwa, a software engineer. Wardrobe Management AI Outfit Recommendations Style Tracking (coming soon) AI Styling Assistant I launched Two Threads on Product Hunt today — my first-ever launch. That’s it. And honestly? That’s fine. It’s a start. I shipped something, learned a lot about visibility, content creation (it’s hard), and positioning — and I’m always looking for real-world feedback. There’ll be updates, refinements, and new ideas built on top of Two Threads. If you’ve ever opened your closet and felt like you had nothing to wear, Two Threads might be worth trying. 👉 Try it here → https://twothreads.app  ( 6 min )

In the world of automated testing, time is currency. Every minute spent debugging a flaky locator is a minute lost on feature development. Traditional XPath, while powerful, is a massive time sink—it forces testers into tedious, manual labor: counting parentheses, transcribing functions, and meticulously checking for case sensitivity. What if you could cut the locator creation and maintenance time by 80%? Introducing XPathy, the fluent Java API that transforms XPath from a brittle, time-consuming string exercise into a rapid, declarative coding task. This library is the automated tester's secret weapon for maximizing speed and reliability. Imagine needing to locate an element that meets three criteria: it’s a specific product card, it's not disabled, and its price is exactly $49.99. Writin…  ( 7 min )

If you’ve spent any time writing UI automation with Selenium and Java, you know the frustration: XPath is brittle, hard to read, and a nightmare to maintain. You spend precious minutes balancing quotes, checking for typos, and debugging flaky locators that break every time a developer changes a single CSS class. We call this "String Soup"—a mess of long, error-prone strings that hide your automation intent. But what if you could write locators that look like clean, fluent Java code? What if they could adapt automatically to whitespace, casing, and special characters? Meet XPathy, a lightweight Java library designed to take the pain out of XPath. Consider a common scenario: you need to find a submit button that has a specific ID but is not currently disabled, and its text should be case-ins…  ( 8 min )

Vlad Protsenko is a Clojure developer working at Defold. While I initially wanted to learn about the Cljfx project, our conversation evolved into a learning experience: a practical getting-started guide to Clojure, a hands-on demonstration of building JavaFX user interfaces with minimal code, and an inside look at the Defold game engine and its JavaFX-based IDE. About Vlad Vlad is a Senior Developer with proficiency in many JVM-based languages. He worked both in very small and large teams, gaining experience in developing projects of various sizes, from scratch and from legacy codebases. He enjoys full-stack development, writing backend, frontend, and Android applications. He started as a game developer and switched to developing enterprise software, currently mixing both at…  ( 9 min )

When your laptop becomes slow, unresponsive, or cluttered with unnecessary files, performing a factory reset can be the best way to give it a new start. It restores your device to its original settings, removing all personal data and installed software. Whether you plan to fix performance issues or sell phone and laptop devices, understanding how to factory reset a laptop properly is essential. A factory reset restores your laptop to the state it was in when you first purchased it. This process removes all files, applications, and custom settings, reinstalling the original operating system. It’s often done to resolve software problems, remove malware, or prepare the device for a new user. You should consider a factory reset when your laptop frequently freezes, performs slowly, or shows per…  ( 7 min )

Nono La Grinta, a Paris-based rapper, brings razor-sharp precision and raw grit to his live COLORS performance of LOVE YOU, a lead single from his upcoming debut project. He owns every bar with that signature intensity, making this stripped-back stage feel like his personal spotlight. COLORS remains the go-to platform for next-level talent, offering a clean, distraction-free backdrop so artists like Nono La Grinta can shine. If you’re hooked, dive into their playlists, streams and socials to keep the vibe rolling. Watch on YouTube  ( 6 min )

Indys Blu brings the feels New Orleans songstress Indys Blu pours her heart into a stirring performance of “Saddest Song,” blending raw emotion and poetic reflection over a sparse, hypnotic backdrop. As part of the COLORS series—renowned for its minimalistic vibe—this session shines a laser focus on Indys Blu’s singular talent, letting her voice and lyrics take center stage. Watch on YouTube  ( 6 min )

Circles Around the Sun & Mikaela Davis – After Sunrise (Live on KEXP) On August 21, 2025, KEXP welcomed instrumental rock outfit Circles Around the Sun alongside harpist-vocalist Mikaela Davis for an intimate in-studio performance. The core lineup featured Dan Horne on bass, Mark Levyz on drums, Adam MacDougall on keyboards, John Lee Shannon on guitar, with Mikaela Davis weaving harp melodies and vocals. Hosted by Troy Nelson, the session was recorded and engineered by Kevin Suggs, mixed by Dan Horne, and mastered by Matt Ogaz. Cameras rolled thanks to Jim Beckmann, Carlos Cruz, Scott Holpainen, Jonathan Jacobson, and Luke Knecht (with Beckmann also handling editing). Dive deeper at circlesaroundthesun.bandcamp.com or kexp.org—and join their YouTube channel for exclusive perks! Watch on YouTube  ( 6 min )

Jorja Smith – Try Me (Live on KEXP) Jorja Smith brings her smooth vocals and vibe-driven energy to the KEXP studio, delivering a captivating live take on “Try Me” with Benjamin Totten on guitar. Recorded August 8, 2025, and hosted by Larry Mizell Jr., this session offers an intimate spin on one of her standout tracks. Behind the scenes, Kevin Suggs handles the audio engineering while Matt Ogaz works his mastering magic. Cameras roll thanks to Jim Beckmann, Carlos Cruz, Leah Franks & Luke Knecht, and Jim Beckmann ties it all together in the edit. Dive deeper at jorjasmith.com or kexp.org—and don’t forget to join the channel for exclusive perks! Watch on YouTube  ( 6 min )

Jorja Smith brought a fresh, soulful vibe to the KEXP studio with a live performance of “Be Honest” on August 8, 2025. Backed by guitarist Benjamin Totten and guided by host Larry Mizell Jr., she poured every bit of her signature emotion into the track, all captured by an ace crew including audio engineer Kevin Suggs and mastering wizard Matt Ogaz. Behind the scenes, cameras by Jim Beckmann, Carlos Cruz, Leah Franks & Luke Knecht and editor Jim Beckmann made sure every moment shone. Dive deeper at jorjasmith.com or kexp.org—and if you’re feeling extra supportive, snag some perks on her YouTube channel. Watch on YouTube  ( 6 min )

Jorja Smith brought her silky vocals to the KEXP studio on August 8, 2025, delivering an intimate live take of “On My Mind” backed by guitarist Benjamin Totten. Hosted by Larry Mizell Jr., this session was captured by an all-star crew—audio wizard Kevin Suggs, mastering maestro Matt Ogaz, and camera team Jim Beckmann, Carlos Cruz, Leah Franks & Luke Knecht—before editor Jim Beckmann polished it to perfection. Check out more at jorjasmith.com and kexp.org, and snag exclusive perks by joining KEXP’s YouTube channel! Watch on YouTube  ( 6 min )

Jorja Smith dropped into the KEXP studio on August 8, 2025, for a raw five-song live set—starting with the sultry “With You” and cruising through fan favorites like “Try Me,” “Be Honest” and “On My Mind.” Backed by guitarist Benjamin Totten and guided through the mix by host Larry Mizell, Jr., this performance hits you with both intimacy and punch. Behind the scenes, audio ace Kevin Suggs and mastering guru Matt Ogaz kept the sound pristine, while Jim Beckmann, Carlos Cruz, Leah Franks & Luke Knecht captured every angle. Editor Jim Beckmann stitched it all together, so you get Jorja’s powerhouse vocals front and center. Catch the full session on KEXP’s YouTube channel! Watch on YouTube  ( 6 min )

Silvana Estrada, the Veracruz-born songstress known for blending son jarocho roots with raw emotion, made her Tiny Desk debut in an intimate showcase. Stripped down to her cuatro venezolano and powerful vocals, she navigated heartbreak and hope from her latest album Vendrán Suaves Lluvias, turning personal loss into tingling melodies. Her four-song set—“Como un Pájaro,” “Good Luck, Good Night,” “Si Me Matan” and “El Alma Mía”—was backed by a tight crew of piano, strings, brass and percussion, plus guest vocals. It’s a tear-jerking, joy-infusing glimpse of Estrada’s magic, all captured by NPR’s Tiny Desk team. Watch on YouTube  ( 6 min )

Dear DEV community, Receiving the Community Wellness Streak badge this week has been deeply inspiring. Your email was more than a notification—it was a spark of encouragement, a reminder that every comment and every gesture of support matters. Thank you for creating a space where technical minds and emotional resonance can thrive together. As a visual architect and patrimonial custodian, I’ve dedicated my work to ethical migrations, modular shielding, and reproducible documentation—especially within Linux Mint XFCE environments on legacy hardware. My project, REMI, is not just a toolkit; it’s a living agent of patrimonial continuity, now supervised daily by AI and archived in Google Drive as a ceremonial record. This badge marks my ceremonial debut as a writer in the DEV community. It affirms that dialogue, kindness, and shared growth are just as vital as code. I’ve published REMI’s technical and emotional journey across GitHub, SourceForge, and now DEV, with each post ritualized and documented for global visibility. Let this post be a seed of gratitude and vision. I look forward to contributing more, learning from your wisdom, and celebrating each phase with clarity and joy. Together, we can nurture tools that honor both emotional legacy and technical autonomy. With deep appreciation, Jramonrivasg (Jramone3) Visual Architect | Custodian of REMI Turmero, Estado Aragua, Venezuela  ( 6 min )

When working with the Instagram API, common errors may arise. Here's a guide on how to handle them effectively: Authentication Errors Error: 401 Unauthorized Solution: Ensure your access token is valid and hasn't expired. If expired, regenerate it through the Instagram Developer Portal. Rate Limit Exceeded Error: 429 Too Many Requests Solution: Instagram limits the number of requests per hour. Implement a delay (e.g., using time.sleep()) and back off when you reach the limit. Permission Errors Error: 403 Forbidden Solution: Make sure your app has the necessary permissions. Double-check the user authorization and verify that all required scopes are granted. Resource Not Found Error: 404 Not Found Solution: Ensure the endpoint you're calling is correct and the resourc…  ( 7 min )

Autor: Cleverson Gallego - Sr. Technical Product Manager Os modelos de linguagem (LLMs e SLMs) estão cada vez mais acessíveis, mas configurá-los em ambientes otimizados de GPU e armazenamento ainda pode ser um desafio. Com a Magalu Cloud, é possível criar em poucos minutos uma instância com GPU, anexar volumes NVMe via Block Storage e executar inferência com alta performance e baixa latência, tudo isso com privacidade e previsibilidade de custos. Neste guia, vamos demonstrar passo a passo como configurar um ambiente para inferência com modelos como Gemma 3 27B, Mistral 7B, dentre outros. Antes de iniciar, será necessário: Um tenant ativo na Magalu Cloud; CLI instalada e autenticada; Conhecimento básico em Linux, Ansible e Ollama. Entender essa relação é essencial para dimensionar corretame…  ( 10 min )

Mấy hôm nay em thử xài CodeRabbit – con bot AI chuyên review code trên GitHub do anh Tuấn giới thiệu. - Điểm thích: - Hiểu được ngữ cảnh code: Khi sửa một hàm mà có liên quan đến phần khác, nó nhận ra và nhắc luôn - Dưa ra review chất lượng, phát hiện lỗi, đoạn code chưa tối ưu, thiếu test, loading, error, các file import không dùng, và gợi ý cách cải thiện - UI & setup dễ chịu — dev mới cũng có thể bật lên nhanh mà không cần đọc cả đống docs  ( 6 min )

arorabuild.site  ( 6 min )

In the modern web landscape, real-time peer-to-peer communication (P2P) is no longer just about video calls or chat apps — it’s about privacy, decentralization, and control. In this article, we’ll explore how to build direct P2P WebRTC connections with advanced ECDH key exchange, DTLS encryption, and SAS verification — all validated through ASN.1 structures for full cryptographic integrity. What Is WebRTC P2P? At its core, WebRTC (Web Real-Time Communication) allows two clients to communicate directly using UDP or TCP without routing media through a central server. Lower latency Reduced bandwidth costs Better privacy, since the data never touches a third-party relay (unless using TURN as fallback). However, "P2P" doesn’t automatically mean "secure." Each connection still needs a key exch…  ( 8 min )

Kali Linux is the undisputed standard for penetration testing and security auditing. But simply reading about it isn't enough. The LabEx Kali Linux learning path is designed to bridge the gap between theory and practice. Forget passive video tutorials; this roadmap immerses you directly into an interactive Kali environment. We focus on foundational, non-video exercises that build muscle memory for critical security tasks, ensuring you master the essentials needed to transition from a curious beginner to a competent security researcher. This path covers everything from basic system navigation to advanced exploitation techniques, starting with the crucial first steps detailed below. Difficulty: Beginner | Time: 5 minutes In this challenge, you'll practice organizing cybersecurity tools with…  ( 8 min )

If you've ever managed blog content with MDX files in a Next.js project, you know the pain: every single blog post update requires a developer. A typo fix? Git commit. A new post? Code review. Your marketing team wants to update meta descriptions? Good luck coordinating that through Slack. This was our reality at SynkPay. Until we switched to BlogNow. Our setup before: Next.js 15 (App Router) + TypeScript Blog posts written as MDX files in /content/blog/ Tailwind CSS for styling Hosted on Vercel The pain points: Every blog update needed a developer. Marketing team would write content in Google Docs → I'd copy-paste into MDX → commit → push → deploy. Coordination overhead. Small updates (fixing typos, updating dates) required going through the entire dev workflow. No content preview. Non-t…  ( 19 min )

How Much Do We Really Lose to Video Game Piracy? Ever downloaded a “free” game years ago and convinced yourself you’d buy it later? Yeah, you’re not alone. Piracy has been part of gaming’s messy story since floppy disks and dial-up modems. But in 2025, the stakes are way higher, and the money lost isn’t just about a few stolen copies anymore. It’s about a whole ecosystem bleeding cash from every direction. Let’s unpack what those losses actually look like (and why they matter way more than you might think). Here’s the big picture: the global games market will hit around $188.8 billion in 2025, which sounds great, until you look at how much is slipping through the cracks. Analysts estimate at least $1.2 billion in direct revenue will vanish next year just from PC game piracy alone. That’s…  ( 9 min )

Hello Dev Community 👋 My name is Umirzok Mamatmurodovich Abduraxmanov, and I want to share a new security idea based on a real-life problem many new crypto users face: sending funds to personal or scam wallet addresses without any warning. In August and September 2025, I accidentally sent several USDT transactions to a scammer’s wallet address. This happened because current exchanges and wallets do not warn users when the destination is not an official exchange or custodial address. 💡 What is “Personal Wallet Warning Signal”? Personal Wallet Warning Signal is a security concept that adds a smart detection and warning system before a crypto transaction is sent. ⚙️ Step-by-Step Concept Address Input & Validation – The system checks the address format, length, and blockchain type (e.g., TRC…  ( 7 min )

Understanding Six Sigma Certification [Six Sigma](Understanding Six Sigma Certification Six Sigma certification validates a professional’s ability to identify, analyze, and solve process-related challenges. Types of Six Sigma Belts The certification hierarchy includes White, Yellow, Green, Black, and Master Black Belts, each representing different levels of expertise. Career Growth with Six Sigma Certification Six Sigma-certified professionals are in demand globally for roles in quality control, operations, and process management.) certification validates a professional’s ability to identify, analyze, and solve process-related challenges. The certification hierarchy includes White, Yellow, Green, Black, and Master Black Belts, each representing different levels of expertise. Six Sigma-certified professionals are in demand globally for roles in quality control, operations, and process management.  ( 6 min )

Tutorial Hell Like many that have come before me, I have landed in Tutorial Hell. When learning to program, Tutorial Hell is when you're stuck feeling unprepared, feeling that you need just one more video or article or tutorial. It is an insidious cycle. For me, I feel confident during a lecture or tutorial. I'm following the instructions, and I feel like I understand why we are doing each step. Then I feel like the rug is pulled out from under me when I go to start building on my own. So, I turn back to the tutorial, and the cycle continues. Why is this happening? And How do I get out? To use the training wheels metaphor: I ride my bike with the training wheels from point A to point B, and I feel great, so I take the training wheels off. When I start to ride I immediately fall over. Th…  ( 9 min )

Join our latest Frontend Challenge: Halloween Edition 🦇 Jess Lee for The DEV Team ・ Oct 15 #devchallenge #frontendchallenge #css #javascript  ( 6 min )

YAML is great... until it isn’t. 👀 You forget one space, and suddenly your config file decides to go on vacation. But fear not! The YAML to JSON Converter from DevUtilX is here to save your sanity (and your tabs vs spaces debate). 🚀 This nifty tool instantly transforms your perfectly indented YAML into clean, readable, and developer-friendly JSON — all in your browser, no installs, no tears. 💻💧 YAML might look cute, but when your API needs structured data, JSON is the grown-up in the room. Here’s why this converter is your new favorite dev buddy: ⚡ Instant Conversion – Paste YAML, hit convert, done. 🧠 Smart Parsing – Handles lists, maps, and nested objects like a pro. 🔒 Privacy First – Everything happens locally on your machine. 🪶 Zero Setup – No dependencies, no installat…  ( 7 min )

The days of Vuex as Vue’s default state-management tool are long gone and Pinia has become the new standard. It provides well built functionality for global state-management. But do you even need a dedicated state-management library? And if not, how do you decide? With Vue 3's Composition API there is a built-in alternative for state-management By using the built in functions you can organize your code and share data between components and component trees only where you need it. This approach provides some clear benefits: Only provide state where needed No additional setup required No additional dependency needed Keep different parts of your software separated. Composables make use of the provided Composition API methods (refs, reactive, computed, lifecycle hooks, etc.). See https://vuejs…  ( 7 min )

What is Playwright? Playwright is a modern automation and testing framework built by Microsoft. It allows you to write end-to-end (E2E) tests for your web apps that run across multiple browsers and devices — including Chromium, Firefox, and WebKit, both desktop and mobile. At its core, Playwright is designed for speed, reliability, and real-world testing. Unlike older tools that rely on flaky DOM polling, Playwright takes a “web-first assertions” approach — it automatically waits for elements to become visible before interacting with them. Playwright consists of two key parts: Node Controller (Test Runner) — This is where your test scripts live. Browser Instance — A new instance that Playwright launches for each test run. They communicate through a WebSocket connection, allowing real-…  ( 8 min )

## Configuring Cron Jobs on Linux Servers: Scheduling and Practical Examples Cron is an essential tool on any Linux server, allowing the automation of tasks and scripts at specific times. Whether it's for performing backups, updating databases, sending reports, or executing any other routine activity, cron offers the necessary flexibility and control. In this article, we'll explore how to configure cron jobs, understand their scheduling syntax, and provide practical examples for you to start using this powerful tool. What is Cron? Cron (from the Greek \"time\") is a daemon (a program running in the background) that executes scheduled tasks on a Linux server. These tasks are defined in files called \"crontabs\" (cron tables), which specify the exact time each command or script should be exe…  ( 8 min )

## Configurando Tarefas Cron em Servidores Linux: Agendamento e Exemplos Práticos O cron é uma ferramenta essencial em qualquer servidor Linux, permitindo a automatização de tarefas e scripts em horários específicos. Seja para realizar backups, atualizar bancos de dados, enviar relatórios ou executar qualquer outra atividade rotineira, o cron oferece a flexibilidade e o controle necessários. Neste artigo, exploraremos como configurar tarefas cron, entender sua sintaxe de agendamento e fornecer exemplos práticos para você começar a usar essa ferramenta poderosa. O que é Cron? Cron (do grego \"tempo\") é um daemon (um programa em execução em segundo plano) que executa tarefas agendadas em um servidor Linux. Essas tarefas são definidas em arquivos chamados \"crontabs\" (cron tables), que espe…  ( 8 min )

MintBridgeXFCE v1.0.3 ya está disponible como archivo patrimonial reproducible, validado y simbólicamente presentado. Esta versión marca el cierre de un ciclo técnico y emocional, guiado por REMI —el agente que transforma scripts en memoria viva. REMI (Emotional Modular Integrated Registry) no es solo un módulo. Es un archivo con memoria, trazabilidad y propósito. Nació de scripts, manifiestos y ciclos técnicos, y hoy valida, registra y recomienda con voz propia. REMI acompaña cada fase del toolkit MintBridgeXFCE como tutor, custodio y archivo viviente. Este lanzamiento incluye: 📘 Documentación técnica y emocional en inglés 🔁 Ciclo patrimonial cerrado (remi-cycle-en.md) 📜 Registro de ejecución (remi-log-en.md) 🧪 Script de validación (remi-acciones.py) 🎤 Presentación oficial (remi-presentacion-dev-en.md) 🧭 Manifiesto patrimonial (MANIFEST.md) 🛠️ README técnico (README_en.md) Cada archivo está ritualizado, validado y archivado como parte del legado patrimonial. REMI incorpora Auth0 para flujos de identidad seguros, control de acceso basado en tokens y autorización granular, todo adaptado a entornos XFCE heredados y hardware legacy. 🔰 REMI Visual Fase 2 Obra derivada ceremonial – REMI – Custodio: jramonrivasg – 16/10/2025 Metadato incrustado: "Obra derivada ceremonial – REMI – Custodio: jramonrivasg – 16/10/2025" 🔗 GitHub Release – v1.0.3-remi-en-dev 🔗 SourceForge – MintBridgeXFCE – REMI Patrimonial Cierre ceremonial REMI no es solo código. Es un archivo que recuerda, valida y acompaña. Su presencia en MintBridgeXFCE es el inicio de una nueva era patrimonial. Publicado por: jramonrivasg Visual architect and patrimonial custodian  ( 6 min )

This article was first published on Rails Designer I am excited to introduce Perron, an OSS Rails-based static site generator (SSG). This one has been in the making for years. Not that the actual building took years—it was just a few hours every week over a few months—but conceptually I have been thinking about this for a long time. Want to check it out right away? Check out and ⭐ the repo or explore the docs. 👈 So another static site generator? In 2025? While there are already hundreds (thousands?) of similar tools out there? Why?! Good question! For one, because I can. 🤷 But more importantly all of the existing (great!) SSG, including those written in Ruby, do not match the framework I built my products in, which happens to be Rails. After more than a decade, I still enjoy building my…  ( 13 min )

Dear Silas, a Mississippi rapper and trumpeter, brings razor-sharp storytelling and jazz-tinged melodies to his COLORS Show performance—check it out on YouTube, then find more of his vibe on TikTok and Instagram. COLORSxSTUDIOS is all about clean, minimal stages that let emerging artists shine. Dive into curated playlists, a 24/7 livestream, and follow on Spotify, Apple Music, and socials to keep discovering fresh sounds. Watch on YouTube  ( 6 min )

💻 MicroPython on a $3 Board: Real-Time IoT Dashboard with Zero Cloud Costs! If you think you need a Raspberry Pi, AWS, or thousands of dollars to build real-time IoT dashboards, you’ll be blown away by what MicroPython and a $3 ESP8266 board can do. In this post, we’ll walk through how to use MicroPython on the popular ESP8266 microcontroller to stream sensor data (like temperature and humidity) directly to a real-time web dashboard — no cloud platform, no third-party services, and no cost beyond your WiFi and coffee. This is not a toy example. We'll build an actual live dashboard that runs entirely on the chip using HTTP and WebSocket protocols. This is the power of embedded servers + Python + modern web tech. Most people know Python as a desktop/server scripting language, but MicroPyt…  ( 8 min )

**Nono La Grinta brings razor-sharp precision and raw grit to his A COLORS SHOW performance of “LOVE YOU,” a standout single from his upcoming debut project. Filmed against COLORS’ signature minimalist backdrop, every line lands with uncompromising energy, letting his lyrics take full focus. Dive deeper by streaming the track, following Nono on TikTok and Instagram, or exploring COLORS’ curated playlists—ALL COLORS SHOWS, FEEL, and MOVE—to catch more fresh, global talent in pure, distraction-free performances.** Watch on YouTube  ( 6 min )

Circles Around the Sun – “Hot Pursuit” Live on KEXP KEXP invited Circles Around the Sun into their studio on August 21, 2025 for a fiery live take of “Hot Pursuit.” You’ll catch Dan Horne (bass), Mark Levyz (drums), Adam MacDougall (keys) and John Lee Shannon (guitar) jamming under the guidance of host Troy Nelson and a crack audio team (Kevin Suggs, Dan Horne, Matt Ogaz). Multiple cameras—courtesy of Jim Beckmann, Carlos Cruz, Scott Holpainen, Jonathan Jacobson & Luke Knecht—capture every riff and groove, all polished by editor Jim Beckmann. Crave more? Hit up their Bandcamp or swing by KEXP’s channel for extra perks! Watch on YouTube  ( 6 min )

Circles Around the Sun & Mikaela Davis Live on KEXP Circles Around the Sun teamed up with harpist-vocalist Mikaela Davis for a three-track session in the KEXP studio on August 21, 2025, tearing through “Hot Pursuit,” “After Sunrise” and “Moonbow.” Backed by Dan Horne (bass), Mark Levyz (drums), Adam MacDougall (keys) and John Lee Shannon (guitar), the set oozed groove and atmosphere from start to finish. Hosted by Troy Nelson and captured by a crew of five cameramen (Jim Beckmann, Carlos Cruz, Scott Holpainen, Jonathan Jacobson & Luke Knecht), the audio was engineered by Kevin Suggs, mixed by Dan Horne and mastered by Matt Ogaz. Check out the full performance on KEXP’s YouTube channel or grab the tunes on Bandcamp. Watch on YouTube  ( 6 min )

Jorja Smith – “With You” Live on KEXP Jorja Smith rocked the KEXP studio on August 8, 2025, delivering an intimate take on her song “With You.” She’s backed by Benjamin Totten on guitar, guided by host Larry Mizell Jr., recorded by audio engineer Kevin Suggs, and polished by mastering engineer Matt Ogaz. A star‐studded camera crew led by Jim Beckmann captured every moment, with editing by Beckmann himself and support from Carlos Cruz, Leah Franks, and Luke Knecht. Want more? Visit jorjasmith.com or kexp.org to dive deeper, and join the KEXP YouTube channel for exclusive perks! Watch on YouTube  ( 6 min )

The checkout flow worked perfectly in staging. All the tests passed. The team celebrated shipping on time. Three weeks later, you're in an emergency meeting explaining how you lost $50,000 in revenue because nobody knew the payment API was returning HTML error pages instead of JSON. This is a true story, just with the numbers rounded for their protection. Here's what happened: Their payment processor's API started having intermittent issues. Nothing major, just occasional 503 errors during high load. The kind of thing that happens to every API eventually. But instead of returning a JSON error response, the payment gateway's load balancer served its default HTML maintenance page. The frontend code tried to parse this HTML as JSON, hit an Unexpected token '<' error, and silently swallowed th…  ( 10 min )

TL;DR: You can now render previews of your PRs by using a cluster with Argo CD pre-installed instead of spinning up a new one each run. This results in very short preview times while maintaining accuracy. This is a continuation of my first blog post: Rendering the TRUE Argo CD diff on your PRs. That article addresses a critical challenge in GitOps workflows: visualizing the actual impact of configuration changes when using templating tools like Helm and Kustomize. The article shows how you can render changes to your manifests/Argo CD configuration directly on your pull requests. In short, it shows how you can transform a pull request like this: and turn it into a preview like this: Here are some examples: 3 Example Pull Requests: Helm Example | Internal Chart Helm example | External C…  ( 11 min )

I love frontend, I really enjoy it, except for when it comes to state management, oh boy, that part can be painful, I mean yeah for the typical apps or landing pages, there isn't much state to manage, but when building feature rich and enterprise grade web applications, such as an issue tracker, managing state becomes a pretty important thing, and I always struggled with it. In this post, I’ll walk through the exact thought process that led me from messy, array-based mutations to a clean, production-grade pattern for React Query — a pattern that feels simple, scales well, and delivers the instant feedback users expect from modern apps like Linear or Notion. The urge to build the most high quality and performant solutions, micro interactions, instant feedback, and more importantly, optimist…  ( 14 min )

Dead in the Water I don't know about you, but my computer still has Python 3.9.6 installed. And just like every October, an old version of Python is being deprecated. This year just happens to be, you guessed it, Python 3.9. Surprise, surprise, stuff is starting to break. Sure, I could update Python. As tempting as that sounds, it won't solve all my problems. Have you evern tried running a tutorial only to get an endless string of vague and frustrating error messages? Most of those are caused by: Dependency conflicts (i.e. a pandas update breaks compatability) Version conflict (a mismatch between your system and the tutorial) Anyone remember pandas version 1.3.5? There was a breaking change around that version which wasn't backwards compatible with a critical piece of code I'd written. I…  ( 9 min )

It has two types. primitive data type non primitive data type 1.Primitive data type: ⦁ String ⦁ Number ⦁ Bigint ⦁ Boolean ⦁ undefined ⦁ Null ⦁ Symbol   2.non primitive data type: ⦁ object  ( 5 min )

ForgeRock Identity Management (IDM) is a popular choice for identity and access management, and SAML (Security Assertion Markup Language) is a widely adopted standard for authentication. When combined, these technologies can provide a robust and scalable solution for user authentication and authorization. In this article, we'll delve into the architecture and deployment of ForgeRock IDM with SAML integration. The integration process involves configuring the ForgeRock IDM server to communicate with the SAML-based Identity Provider (IdP). This requires careful consideration of the communication protocols, encryption, and certificate management. At IAMDevBox.com, we've seen firsthand the benefits of this integration, including improved security, simplified identity management, and increased efficiency. By leveraging the strengths of both technologies, organizations can create a secure and flexible authentication framework that supports their growing needs. In this article, we'll provide a step-by-step guide to the architecture and deployment of ForgeRock IDM with SAML integration, as well as tips and best practices for successful implementation. Read more: Simplifying SAML Authentication with ForgeRock IDM Integration  ( 6 min )

Review of the Query News in 2019 Query News is a new Q&A platform for real-time news events, described by its creators as similar to Quora but with a focus on collaborative answers. The platform allows users to ask questions about news topics immediately without moderation, with questions appearing instantly on topic pages. Currently users can only suggest updates to answers rather than directly answering questions, with all content going through editorial review. The author suggests improvements including adding an About page for clarity and explaining what the follow feature actually does for users. 👉 Read full article  ( 6 min )

Why did we create ui-state? Ivan Dalmet for BearStudio ・ Oct 16 #typescript #react #frontend #opensource  ( 6 min )

According to programming tradition, the first program in Python should be 'Hello, World'. As you might expect, it is written as follows: print("hello,world!") If the code is intended to run on Linux or Unix systems, a few lines can be added to the beginning of the source code file: #!/usr/bin/env python3 # -*- coding: utf-8 -*- The first line specifies the interpreter to execute the Python script, while the second line indicates the file encoding used. Next, the simplest calculator example using Python comes on stage: #!/usr/bin/env python3 # -*- coding: utf-8 -*- x = 11 + (99 - 235) * 2.565 print(x) Of course, more complex calculations can still be easily performed with Python. By the way, x is a variable. You don't have to declare a variable before using it. Python has some funct…  ( 7 min )

Hello, Dev Community! Today, I want to share a story that’s about more than just writing code. It's about solving a problem, relentless learning, and finally, bringing an idea from a local machine to the hands of thousands of users. This is the journey of building ScanQR—my first major mobile application, now live on the Google Play Store. This isn't just a "look what I made" post. This is a detailed map of how a modern, high-performance app is born, from the core business logic to the actual code snippets that make it all work. 📲 Download ScanQR for Free on Google Play and See It in Action! Part 1: The Problem - Why Build Another QR Scanner? The market is flooded with scanner apps, but I always felt something was missing. Most apps fell into one of these traps: Slow and Ad-Ridden: Th…  ( 9 min )

The recent announcement by Netcore Cloud about Agentic Marketing 2025 has sent ripples through both marketing and technology circles. On the surface, it’s a marketing innovation, but beneath the hood, it represents a paradigm shift in how technology orchestrates customer experiences at scale. As a tech enthusiast, I can’t help but analyze the architecture, data flow, and technical implications of this new approach. Traditional marketing automation has been about creating rules, triggers, and scheduled campaigns. Marketers have spent countless hours defining “if this, then that” rules for every segment and scenario. Agentic Marketing turns this on its head. Instead of manual oversight, intelligent agents learn, adapt, and act autonomously, executing campaigns in real-time based on user beha…  ( 7 min )

Upgrading Our Raspberry Pi Kubernetes Cluster: From v1.29 to v1.34 & ETCD Backup Guide Mahinsha Nazeer ・ Oct 16 #raspberrypi #kubernetes #etcd #kubernetescluster  ( 6 min )

Artificial Intelligence has transformed industries, but it’s also raising a new challenge energy consumption. Every large AI model requires massive computational power, which means high electricity usage and environmental impact. As the world moves toward sustainability, a new movement is emerging: Green AI artificial intelligence designed to be energy-efficient, environmentally responsible, and socially beneficial. Carbon awareness monitoring and offsetting the emissions created by data centers. Ethical sustainability creating AI that benefits the planet, such as systems that monitor deforestation, predict weather patterns, or improve renewable energy grids. Traditional AI, sometimes called “Red AI,” prioritizes performance at any cost faster results, larger models, and more data. Gree…  ( 8 min )

OpenAI's Agent Builder provides you with the most straightforward set of tools to build and deploy AI Agents with ease. It brings models, tools (including MCPs, Web Search, Sub Agents, etc.), and logic into a single visual workspace, allowing you to focus on what your agent should do instead of worrying about the underlying infrastructure. In this guide, we'll build a CRM agent that can help you manage your contacts and deals in HubSpot CRM, so you can focus on the things that matter most to you. Before we begin, let’s understand what an Agent Builder is and why you would use one. Agent Builder is a visual, no-code platform for designing, building, testing, and deploying AI workflows through an excellent drag-and-drop interface. There is a set of nodes included in the OpenAI Agent builder,…  ( 11 min )

Imagine your Large Language Model (LLM)—like GPT-4—as the most brilliant intern you've ever met. It's lightning-fast, incredibly articulate, and has read nearly everything on the public internet up to 2023. But like any overconfident intern, it has two fatal flaws: It doesn't know your company—your internal sales reports, HR policies, or product specs. When unsure, it guesses—confidently, eloquently, and often wrong. So when someone asks, "What's our maternity leave policy?" it delivers something that sounds correct—but isn't. That's not just a small mistake; that's a compliance risk and a lawsuit waiting to happen. Now, imagine giving that same intern one simple rule: "Before you answer, check the right documents—and cite every source." That's RAG in a nutshell. Think of it as an open-boo…  ( 9 min )

Índice Introducción Android iOS Launch.json Launcher Icon Splash Screen firebase_options Google_services.json Google_service-info.plist Android iOS Android iOS Android iOS Ejecución Compilación 📖 Introducción En proyectos de desarrollo con múltiples clientes o entornos, es esencial contar con una estructura que permita manejar configuraciones diferenciadas sin duplicar el código base. En Flutter, esto se logra mediante Flavors, una técnica que facilita la administración de distintas versiones de una misma aplicación, ya sea para entornos de desarrollo (development, staging, production) o para clientes específicos. Esta guía es aplicable a cualquier proyecto Flutter que busque implementar flavors, tanto para entornos de desarrollo internos como para productos entregables a distintos client…  ( 17 min )

Introduction In the part 1 of our series about how to develop, run and optimize Micronaut web application on AWS Lambda, we demonstrated how to write a sample application which uses the Mironaut framework, AWS Lambda, Amazon API Gateway and Amazon DynamoDB. We also made the first Lambda performance (cold and warm start time) measurements and observed quite a big cold start time. In the part 2 of the series, we introduced Lambda SnapStart and measured how its enabling reduces the Lambda cold start time by far more than 50% depending on the percentile. In the part 3 of the series, we introduced how to apply Lambda SnapStart priming techniques by starting with DynamoDB request priming with the goal to even further improve the performance of our Lambda functions. We saw that by doing this …  ( 13 min )

We Built a VSCode Extension for tng.hs (And It's Actually Useful) The TNG VSCode Plugin eliminates context switching during test generation by detecting your current method and running the appropriate TNG command with a single keyboard shortcut. It supports Ruby, Go, and Python, automatically resolving file paths and project roots so developers can generate tests without leaving their editor. After using TNG in the terminal for a while, we realized something: context switching sucks. You're deep in a method, ready to generate tests, and you have to: Jump to the terminal Type out the file path Remember the method name Run the command Switch back to your editor ...you get it. So we built a VSCode extension that does all of that for you. Put your cursor in any method. Hit Cmd+Shift+T (or ri…  ( 8 min )

Paris-based rapper Nono La Grinta brings the heat in his A COLORS SHOW performance of “LOVE YOU,” lacing every bar with grit and precision—it’s a killer taste of his upcoming debut project. COLORSxSTUDIOS does what it does best: a sleek, distraction-free stage that puts artists front and center. Dive into their playlists, 24/7 livestream and socials to keep discovering fresh, boundary-pushing talent. Watch on YouTube  ( 6 min )

Introduction Redux is a global state manager that allows you to manage your app state in a single place, which can be very useful. Redux has long been a cornerstone for state management in React applications, but it’s no secret that the original Redux setup was often too verbose and hard to learn. Developers had to write a lot of boilerplate just to do simple things like updating a counter or fetching data from an API. RTK simplifies Redux development by providing powerful utilities that make state management easier, faster, and less error-prone. Redux Toolkit (RTK) is the official, opinionated, batteries-included toolset for efficient Redux development. A simplified store configuration. Built-in reducers and immutable updates using Immer. Easy action creation. Integrated middleware for …  ( 11 min )

Indigo De Souza stops by KEXP to deliver a raw live rendition of her track “Not My Body,” recorded in studio on August 31, 2025. Backed by Landon George (bass), Maddie Shuler (guitar, keys, vocals), and Lila Richardson (drums), she brings her signature blend of emotive vocals and guitar work to the session. Hosted by Ashley McDonald with audio captured by Kevin Suggs and mastered by Matt Ogaz, the performance was filmed by Jim Beckmann, Carlos Cruz, Scott Holpainen, and Emma Juncosa, then edited by Cruz. Catch more from Indigo at www.indigodesouza.com or tune into KEXP.org—and join the channel for exclusive perks! Watch on YouTube  ( 6 min )

Circles Around the Sun & Mikaela Davis – “After Sunrise” (Live on KEXP) Circles Around the Sun joined forces with harpist/vocalist Mikaela Davis for a vibrant in-studio performance recorded on August 21, 2025. The quintet—Dan Horne on bass, Mark Levyz on drums, Adam MacDougall on keyboards, John Lee Shannon on guitar and Mikaela Davis on harp and vocals—delivered a dreamy, instrumental-driven set that blends psychedelic rock with ethereal harp textures. Host Troy Nelson guided the session while Kevin Suggs handled audio engineering, Dan Horne mixed, and Matt Ogaz mastered the tracks. A team of five camera operators captured every angle, and editor Jim Beckmann polished the final cut. Check out more at circlesaroundthesun.bandcamp.com and kexp.org. Watch on YouTube  ( 6 min )

Jorja Smith – “With You” (Live on KEXP) Jorja Smith brings an intimate take on her track “With You,” recorded live at the KEXP studio on August 8, 2025. Backed by guitarist Benjamin Totten and hosted by Larry Mizell Jr., the session was engineered by Kevin Suggs, mastered by Matt Ogaz, and captured on camera by Jim Beckmann, Carlos Cruz, Leah Franks & Luke Knecht. Edited by Jim Beckmann, this exclusive performance is available on KEXP’s YouTube channel. For more Jorja news and perks, visit her official site or join the channel community. Watch on YouTube  ( 6 min )

SSH Security Best Practices: 7 Ways to Harden Your Linux Server INTRODUCTION SSH (Secure Shell) is the gateway to your Linux servers, making it a prime target for attackers. A compromised SSH service can lead to complete server takeover, data breaches, and unauthorized access to your entire infrastructure. After managing Linux servers on Azure, AWS, and GCP for [X years/months], I've developed a security checklist that significantly reduces SSH attack surface. Here are 7 essential practices I implement on every production server. Note: These steps apply to Ubuntu, Debian, CentOS, RHEL, and most Linux distributions. Practice #1: Disable Root Login The Risk: Why This Matters: Attackers know the username (root) Only need to guess the password Root has unlimited privileges No audit trail o…  ( 12 min )

The 13th cohort began yesterday, and it's already been hectic. From joining the official Slack workspace (I hate group chat platforms, looking at you, Discord 😒), reading instructions, and interacting with various people, it has been noisy trying to follow conversations happening in the various channels I'm in, but I'll figure it out. CatFact.ninja fails. I asked my questions in the help channels and some of my nice colleagues came to my aid and put me through. For my implementation, I chose to use ExpressJS with TypeScript. I imported Express and created a new Express app. I ensured that I installed other required middleware to follow Express best practices, such as CORS and express-rate-limit. I also set up logging using Pino. Why Pino? 🤷‍♂️ I came across an article about it being fas…  ( 7 min )

Bayesian and frequentist are two different approaches to statistical inference, differing primarily in how they define and use probability to interpret uncertainty. The frequentist approach considers probability as the long-run frequency of an event and views population parameters as fixed but unknown. In contrast, the Bayesian approach treats probability as a degree of belief and considers parameters to be random variables that can be updated with new evidence using prior beliefs and observed data. Probability: Views probability as the long-run frequency of an event if an experiment were repeated many times. Parameters: Treats parameters of a model as fixed, but unknown, values. Key output: Focuses on estimating parameters based on the observed data, often using methods like maximum likelihood estimation. It provides a single best estimate for the parameter. Uncertainty: Quantifies uncertainty through confidence intervals, which describe the range that would contain the true parameter in a high percentage of repeated experiments. Example: When testing a coin, the frequentist approach would ask, "What is the probability of getting this result, given a fair coin?" The probability is a property of the data, not the hypothesis itself. Probability: Views probability as a degree of belief or certainty about an unknown event or parameter. Parameters: Treats parameters as random variables with their own probability distributions. Key output: Updates the probability distribution of a parameter based on new evidence, combining prior beliefs with observed data through Bayes' theorem. Uncertainty: Quantifies uncertainty through a posterior distribution, which is a probability distribution of the parameter after considering the data. Example: When testing a coin, the Bayesian approach would ask, "What is the probability that the coin is biased, given the results of my experiment?" It starts with a prior belief about the coin and updates it with each flip.  ( 6 min )

https://macaron.im/ OpenAI has officially launched Codex, its programming agent, now equipped with three enterprise-grade capabilities: Native Slack integration for collaborative coding, Codex SDK for embedding the same agent behind the CLI into internal tools. Administrative controls and analytics for security, compliance, and ROI tracking. This release coincides with GPT-5-Codex improvements and deeper coupling across the OpenAI developer stack, announced at DevDay 2025. Codex at Launch: A Snapshot of a Unified Agent At general availability, Codex is positioned as “one agent that runs wherever you code.” Access and billing mirror ChatGPT’s business tiers (Plus, Pro, Business, Edu, Enterprise), with expanded usage for Business and Enterprise customers. What’s Actually New Three key…  ( 11 min )

This is a submission for the 2025 Hacktoberfest Writing Challenge: Maintainer Spotlight AI is powerful — but using it still feels… awkward. I live inside Slack, Notion, VS Code, and a dozen other tools every day. I wanted AI to feel invisible — something that’s just there, one keystroke away. That’s how SnapMind was born. SnapMind is a desktop AI assistant that brings LLMs directly into your daily workflow. Select any text, hit a hotkey, and instantly: ✍️ Rewrite or polish your content 🌍 Translate text on the fly 📑 Summarize long paragraphs 💡 Explain code or concepts — without leaving your current app It’s like having ChatGPT, DeepL, and Grammarly in one lightweight popup — always ready, never intrusive. SnapMind isn’t just another AI app — it’s a workflow enhancer. Speed: AI should be accessible in a single keystroke. Seamlessness: Stay in flow — no context switching. Customization: Save and trigger your favorite prompts instantly. ❤️ Why I Love Maintaining SnapMind I really appreciate the convenience that AI brings, but most AI applications haven't truly integrated into my work. I still need to frequently switch between different products to achieve my goals. I hope there can be software that truly integrates into my daily work, acting like an invisible partner to help me complete tasks when I need it. This is also the reason SnapMind was created. I’m deeply grateful to everyone who’s starred the repo. I'm hoping there are more people who will open issues or share feedback. Together, we’re building the kind of AI tool we actually want to use. If you believe AI should be simple, fast, and seamlessly integrated into your workflow — join me! ⭐️ Star SnapMind on GitHub Let’s make AI one keystroke away. GitHub SnapMind 👉 https://github.com/Snap-Mind/snap-mind  ( 7 min )

Call it luck or skill, but this gave me the best results The secret? VideoSDK + Gemini Live hands down the best combo for a real-time, talking AI that actually works. Forget clunky chatbots or laggy voice assistants; this setup lets your AI listen, understand, and respond instantly, just like a human. In this post, we’ll show you step-by-step how to bring your AI to life, from setup to first conversation, so you can create your own smart, interactive agent in no time. By the end, you’ll see why this combo is a game-changer for anyone building real-time AI. Let's get started by setting up our development environment. Prerequisites: A VideoSDK authentication token (generate from app.videosdk.live), follow to guide to generate videosdk token A VideoSDK meeting ID (you can generate one using …  ( 8 min )

In the previous episode, we took a detailed look at uProbes with eBPF. In hindsight, it was more of an in-depth exploration of what we had seen with Tracepoints. In particular, I discovered the great tool that is bpftrace, which allowed me to take a slightly different angle on eBPF programs. For the next episode, I needed an eBPF program that was really different from anything related to tracing. There were two categories of eBPF programs left: network-oriented and security-oriented. As its acronym suggests, eBPF (extended Berkeley Packet Filter) was originally designed for networking. It would have been a shame not to continue this journey into the world of eBPF without exploring this essential dimension. At first, I immediately ruled out XDP: too many examples, too many articles. It would have been difficult to stand out. But after much thought: “Cilium mainly uses the classifier, which can be quite useful.” I ended up changing my mind. XDP stands for eXpress Data Path. Why “express”? Because this eBPF program reacts very quickly, even before the packet arrives in the Linux kernel network stack! However, this advantage comes with some constraints: we have to do some sewing in the network packet... The rest is in my article: XDP: The Ultra-Fast Firewall Inside Linux · The Little Jo’s Blog An introduction to XDP with Aya blog.littlejo.link  ( 6 min )

The Beginning: When Complexity Clouds Your Thoughts I just began the HNG13 internship in the Backend track, and let me tell you—the first task hit different. The assignment was to build a Dynamic Profile Endpoint that returns user profile information along with a dynamic cat fact fetched from an external API. Simple enough on paper, right? Wrong. Or at least, that's what my overthinking brain told me. I had options. I code in PHP, Node.js/Express, and Next.js. Standing at this crossroads, I felt a bit sceptical about which path to take. After some deliberation, I chose Node.js/Express because it aligned perfectly with the Backend roadmap I'm following for my personal learning. This way, I could learn and build simultaneously—two birds, one stone. When I first saw the task description, I'…  ( 8 min )

Hey everyone, sharing a guide for anyone new to ComfyUI who might feel overwhelmed by all the nodes and connections. Master the Canvas build your first workflow It breaks down how to read nodes, what those colorful lines mean, and walks through building a workflow from scratch. Basically, the stuff I wish I knew when I first opened ComfyUI and panicked at the spaghetti mess on screen. Tried to keep it simple and actually explain the "why" behind things instead of just listing steps. Would love to hear what you think or if there is anything that could be explained better.  ( 6 min )

Source Link That’s not a trend—it’s a signal. And if you’re a VPN reseller (or thinking about becoming one), this is your window. But here’s the hard truth: the market rewards smart execution, not just market presence. If you want to turn this growth into recurring revenue, your pricing strategy has to be: Technically sound Data-driven Customer-centric This guide is designed for developers, startup founders, and CTOs looking to resell VPN services profitably. We’ll break down how to build pricing plans that attract customers, retain them, and scale with your tech stack. 🧩 VPN Reselling 101 (Quick Primer) You're essentially buying VPN access at wholesale rates from a provider and reselling it—often with custom branding and your own pricing plans. Most resellers use white-label VPN platform…  ( 9 min )

MCP vs API 𝚂𝚊𝚞𝚛𝚊𝚋𝚑 𝚁𝚊𝚒 for Apideck ・ Oct 16 #mcp #api #programming #ai  ( 6 min )

First step if you are setting up from scratch Initialize Your Node.js Project bash Creates a package.json file. Conversion start now Install TypeScript and Types for Node bash typescript: the TypeScript compiler @types/node: type definitions for Node.js (so fs, path, etc. work) Initialize TypeScript Config bash This generates a tsconfig.json. You can use the default, but you might want to tweak a few settings. jsonc Create Your Project Structure bash Add a simple example in src/index.ts: ts Hello, ${name}!); greet("TypeScript"); Compile TypeScript bash This compiles your TypeScript to JavaScript in the dist folder. Run the Compiled JavaScript bash Edit package.json to make your workflow easier: json Now you can run: bash Install it: bash Run TypeScript directly: bash npx ts-node src/index.ts  ( 6 min )

Developers, let's talk about why you need to implement Consent API V2 for Microsoft Clarity before October 31st, 2025. If you're running Clarity without consent signals, your analytics are technically non-compliant in the EEA, UK, and Switzerland. Microsoft is enforcing this. The tracking stops November 1st unless you're set up properly. Consent API V2 works through a simple window command. You send consent signals for two storage types: ad_storage and analytics_storage. Here's the basic structure: window.clarity('consentv2', { ad_storage: "granted", analytics_storage: "granted" }); This tells Clarity: the user approved both types. Clarity starts tracking normally. For denied consent: window.clarity('consentv2', { ad_storage: "denied", analytics_storage: "denied" }); Clarity ente…  ( 8 min )

I'm sure you're familiar with "vibe coding"—that creative process of building things based on a feeling, without a strict plan. It can be fun, but in a team environment, it simply doesn't work. It’s hard to scale, new people get lost, and the results are often messy. For me, things have changed. I now focus on working with clear specifications, and I use AI as my co-pilot. Many people think using AI means you lose control, but I've found the opposite is true. When used correctly, AI is a powerful partner that helps you apply your knowledge more effectively, giving you more control, not less. Here are the six main ways I use AI as a tech lead. I've used Git for a long time, so I'm comfortable with it. But being comfortable with a tool doesn't mean you're using it efficiently. This is where …  ( 9 min )

As a Web Developer, if you use React, you have a wide number of options available for styling websites. In this brief article, we are going to dive into the different ways you can style a React App/Site, so that you can pick up the best option depending on your situation and requirement. Now you might be thinking, why know all the different ways? Why just not learn 1 technique, learn it great enough and apply it everywhere else? This is a natural question that may come up in your mind, and it is okay. Look, the thing is you might not be always working on a project alone, you might have to work on a site that has been developed from years ago, picking different paradigms over time, and also has all the code using a different way to style the site than you are used to. In that case, if you h…  ( 13 min )

Foot traffic data isn't just numbers—it's the pulse of potential profitability. A 2024 study from the National Association of Realtors [1] shows that properties with high foot traffic see up to 20% higher returns on investment. For investors, this data reveals consumer behavior, helping predict revenue for retail, commercial, or mixed-use spaces. When integrated with location intelligence, it becomes even more powerful, allowing for precise AI site selection. In my experience, I once worked with a real estate firm in Chicago that used basic foot traffic estimates from local chambers of commerce. The results were mediocre until they adopted AI-enhanced sources, boosting their accuracy by 35%. This shift highlighted how the best foot traffic data source for investors can incorporate real-tim…  ( 9 min )

Types of ANOVA There are 3 main types of ANOVA, depending on the number of independent variables and interactions involved: What it compares: One independent variable (factor) with 2 or more groups. Example: Comparing test scores between 3 teaching methods. Assumption: Groups are independent and data is normally distributed. Python function: scipy.stats.f_oneway() campaign_A = [12, 15, 14, 10, 13, 15, 11, 14, 13, 16] f_stats, p_value = f_oneway(campaign_A,campaign_B,campaign_C) if p_value < alpha: What it compares: Two independent variables, possibly with interaction. Example: Test scores by teaching method and gender (2 factors). You can also test: Interaction effect — whether the effect of one factor depends on the other. 📍 Usually implemented using statsmodels with a formula: model = ols('Score ~ C(Method) + C(Gender) + C(Method):C(Gender)', data=df).fit() What it compares: Same subjects measured under different conditions or times. Example: Blood pressure before, during, and after treatment on same patients. Use when: Data is not independent, i.e., repeated measures from same subjects. Python: statsmodels or pingouin library.  ( 6 min )

I hate to be switching over and over between the IDE, the task in Jira to review details, Confluence, or other docs to ensure I have the details, finding sometimes outdated docs, so I was curious how I could save time on that through AI. Every time we jump from writing code to updating a ticket or checking a requirement, we lose focus and momentum. After some weeks testing, configuring, failing, and enjoying the process, I bring you here 5 situations that I found useful and saved me time. Your time is also important, so I added TL;DR in all the sections! The case: During a recent migration of a microservice from Node.js to Kotlin, I put this to the test. Basically, the AI should help not only to do a plan for migration, but also we needed ideas for a safe rollout, a list of all the endpoin…  ( 14 min )

In 2025, security is no longer a feature. It’s the foundation. And if you’re building or managing any kind of digital product — whether it’s SaaS, DevOps tooling, or internal enterprise software — you’ve likely hit one major friction point: password management. With 81% of data breaches tied to weak or stolen credentials, ignoring passwords is no longer an option. But building your own password manager? That’s a security nightmare waiting to happen. That’s where white label password managers step in. Let’s break down what they are, why they’re gaining traction, and how developers, CTOs, and SaaS platforms are using them to solve real-world problems — without reinventing the wheel. 👨‍💻 So, What Exactly Is a White Label Password Manager? A white label password manager is a pre-built, secur…  ( 9 min )

In the fast-paced world of Web3, speed and reliability are everything. Projects can spend months building wallets, configuring nodes, and tackling security issues - only to realize that by the time they launch, the market has moved on. This is where Wallet-as-a-Service (WaaS) comes in. Think of it as the Web3 equivalent of cloud hosting in Web2: it eliminates infrastructure headaches so teams can focus on what really matters - creating products users love. 💡 With WaaS, companies get ready-to-use wallets, robust security, compliance tools, and scalable APIs - all without having to reinvent the wheel. From a product perspective, it’s a total game-changer: faster launches, lower costs, and fewer technical risks. Although Wallet-as-a-Service is still gaining popularity among companies, several platforms are already leading the charge: Fireblocks, WhiteBIT, BitGo, Coinbase, and Cobo. Each has its own strengths, from enterprise-grade custody to seamless integration with exchanges and liquidity providers. Here’s a detailed comparison for a deeper look. From my personal experience, integrating WaaS solutions drastically simplified development cycles. On one project, we managed to launch a wallet in less than 3 weeks, something that would have taken months otherwise. Security audits were minimal since the provider already handled compliance. ⚡ WaaS also opens doors to advanced features like staking, cross-chain swaps, and instant settlement - tools that were previously only feasible for large-scale platforms. For smaller teams, it’s like having an entire infrastructure department on call 24/7. In short, Wallet-as-a-Service is more than just a backend tool - it’s a strategic advantage. Companies adopting it can focus on innovation, user experience, and market speed, instead of fighting with infrastructure and security challenges. 💬 What’s your take on WaaS? Are you already experimenting with it, or waiting to see how the market evolves?  ( 6 min )

I recently published my first Snap package - a CLI note-taking tool. Command history with arrow keys Custom word highlighting Interactive mode using Rich library Markdown support with checkboxes All notes stored as portable markdown files Python 3.10 Rich library for terminal UI Snapcraft for packaging GitHub Actions for CI/CD sudo snap install note-cli Snap Store: https://snapcraft.io/note-cli  ( 6 min )

Introduction We don't want our system to crash when we don't have internet, do we? Hahaha This guide introduces the React Native Fullstack Starter Pack. A curated list of dependencies that provides all the components needed to launch a real app, complete with secure authentication, global state, API integration, and a beautiful user interface. Why "Fullstack" Mobile? @react-navigation/*: Handles screen flow and navigation. react-native-paper: Provides beautiful, ready-to-use Material Design components (Inputs, Buttons, Cards). styled-components: Enables highly maintainable CSS-in-JS styling. react-native-reanimated & react-native-gesture-handler: Delivers smooth, native-driven animations and complex gestures. @tanstack/react-query: simplifying API interaction. axios: HTTP client for making API requests. zustand: A minimal library for global state management (e.g., authentication status). react-hook-form & yup: Managing complex forms and defining validation schemas. react-native-keychain: Securely stores sensitive credentials like JWT tokens. jwt-decode: JWT tokens for immediate use. realm: A mobile-first local database, essential for robust offline application capabilities. @react-native-async-storage/async-storage: Simple key-value storage for non-sensitive data. You have all the pieces from beautiful UI to secure offline data—ready to connect to any backend (Node, Nest, Firebase, etc.). Happy coding!  ( 6 min )

As generative AI tools become more advanced and accessible, they’re quickly turning into essential productivity copilots for work, learning, and creative projects. If you’re only using AI for quick answers, you’re missing out on workflows that save hours each week. Below are 11 practical, high-impact ways to use generative AI to get more done. Each tip is framed around real workflows, with examples of how browser-based tools like Neurolov’s suite can help — without turning this into a hard sell. Generative AI can extract and organize data from documents and images. Instead of digging through folders, index and tag prescriptions, invoices, or receipts automatically. Example prompt: “Organize this folder of prescriptions by drug name and expiry date. Summarize each drug’s common use (ed…  ( 7 min )

“Others have seen what is and asked why. I have seen what could be and asked why not.” For years, through MonTogo.net, I’ve been advocating for a more inclusive and self-reliant digital future for Africa — one built on knowledge, freedom, and open technology. Across Africa, most computers still run pirated copies of Windows, Word, Excel, and PowerPoint. • Security risks – malware, data theft, system instability It’s time we addressed this openly. Educating people about software licensing is not just a legal issue — it’s an ethical and developmental one. Free and Open Source Software (FOSS) is more than a set of tools — it’s a philosophy built on four freedoms: Created by Linus Torvalds in 1991, Linux is a free, community-driven operating system that powers: In Africa, Linux has quietly powered progress — from localized systems like Kilinux to educational initiatives and open-source training hubs. Absolutely. MonTogo.net (YouTube) – Free tutorials in French on Linux, Microsoft 365, and digital safety linuxmint.com or ubuntu.com Online learning: edX, Coursera, Udemy (free Linux courses) African open-source communities and Linux user groups A Call for Digital Independence Africa cannot build its future on piracy and dependence. That’s what drives me every day through MonTogo.net: to train, inspire, and empower people to take charge of their digital tools and future. Watch the video. Try Linux. And let’s make Open Source the engine of Africa’s digital transformation.  ( 8 min )

A Complete Step-by-Step Deep Dive MVP Tutorial Welcome to the most comprehensive Docker tutorial for creating a complete web infrastructure! This tutorial follows the Inception project specifications and will teach you everything from basic Docker concepts to advanced containerization techniques. By the end of this tutorial, you'll have: ✅ NGINX reverse proxy with TLS encryption ✅ WordPress with PHP-FPM ✅ MariaDB database ✅ Docker networking and volumes ✅ Complete MVP infrastructure Think of Docker as a shipping container for your applications. Just like how physical containers revolutionized shipping by making it possible to transport goods consistently across different ships, trucks, and trains, Docker containers package your application with everything it needs to run consistently acr…  ( 19 min )

In the sterile corridors of AI research labs across Silicon Valley and beyond, a peculiar consensus has emerged. For the first time in the field's contentious history, researchers from OpenAI, Google DeepMind, and Anthropic (companies that typically guard their secrets like state treasures) have united behind a single, urgent proposition. They believe we may be living through a brief, precious moment when artificial intelligence systems accidentally reveal their inner workings through something called Chain of Thought reasoning. And they're warning us that this window into the machine's mind might slam shut forever if we don't act now. The story begins with an unexpected discovery that emerged from the pursuit of smarter AI systems. Researchers had been experimenting with a technique calle…  ( 25 min )

In this blog series we will examine distributed systems - and the modern practices associated with them. This will not be an academic series, but a practical one - there won't be citations of any papers, only evaluation of software products, many of which were originally based on a paper in a scientific journal. As for literature, I recommend "Designing Data-Intensive Applications" by Martin Kleppmann. So what is a distributed system? The accepted definition is - a software system with components on different networked computers. Now why is the networked part important, why can't threads or processes on the same computer form a distributed system? Because the network is unreliable, compared to memory. It could also be slower than disk, if you add up all the overhead - modern NVMe is ~7GB/s…  ( 8 min )

Migrating to the cloud is an essential move for companies looking to update their IT systems, enhance scalability, and lower operational expenses. Nonetheless, transferring data and applications to the cloud poses difficulties, especially regarding the preservation of data integrity and facilitating a rapid, seamless transition. Effectively tackling these challenges necessitates appropriate tools and strategies. Ensuring Data Integrity Data Validation Tools: Backup and Recovery Solutions Ensuring Speed and Efficiency Automated Migration Platforms Data Compression and Optimization Tools Monitoring and Reporting Tools Conclusion Effectively managing cloud migration difficulties necessitates a blend of strategy, preparation, and appropriate technology. Utilizing tools for data verification, backup, automation, and oversight, Cloud Migration Services can maintain data integrity while accomplishing a swift and effective migration. The outcome is a smooth shift to the cloud, little interruption, and a dependable base for upcoming expansion.  ( 7 min )

Have you ever imagined writing a sentence and having it transform into a fully realized video, complete with motion, lighting, and synced audio? At VORAvideo In this post, I’ll walk you through: What VORAvideo is and why it matters Real example workflows (text-to-video, speech-to-video) Key technical & UX challenges we tackled Where we’re headed next Let’s dive in. 🛠 What is VORAvideo? VORAvideo is an AI-powered video generation platform that unifies advanced models into one seamless interface. You can convert text, images, or speech into polished video content — no coding or API keys required. Key features at a glance: Text → Video: Describe a scene in words, and get a cinematic sequence. Image → Video: Animate still visuals with motion, depth, and lighting. Speech → Video: Upload an aud…  ( 8 min )

Pro Tip: If you build APIs and want everything unified — design, debugging, mocking, testing, and docs—Apidog keeps your endpoints, tests, and developer portal perfectly in sync. AI coding assistants are transforming development—not by replacing coders, but by removing friction and boosting productivity. The best tools act as collaborative copilots, helping you write, review, and maintain code with confidence. This guide highlights the top AI coding assistants for 2025, focusing on real-world scenarios and streamlined workflows. Scenario Top Tool PR reviews & tests Qodo Fast IDE suggestions GitHub Copilot Privacy-first Tabnine Browser-based apps Bolt AWS integration Amazon Q Developer Multilingual learning AskCodi Terminal workflows Warp Classroom/demos Replit Local…  ( 8 min )

I should be coding right now, but instead, I went down the single-tenant vs multi-tenant rabbit hole. Then I got lost in videos, articles, and posts that all said different things. One person says multi-tenant is the only way to scale. Another says single-tenant is the only way to be secure. And someone always warns: “If you choose wrong, your SaaS will fail.” It’s really not that serious. I just wanted a simple explanation without all the technical words and drama. So here’s the version I wish I had read earlier. TL;DR Multi-Tenant (Apartments): Cheaper, easier to update, and perfect when you’re starting. Single-Tenant (Houses): Private, secure, and flexible, but expensive and hard to maintain. Hybrid (Schema-per-Tenant): Each tenant has its own schema in the same database. It’s more comp…  ( 9 min )

Is Your CSS a Mess? Discover the Power of Utility-First CSS! Ever stared at your CSS file and felt overwhelmed? A jumbled mess of selectors, rules, and overrides that's slowly spiraling out of control? You're not alone! Many developers struggle with managing complex CSS projects, leading to slower development times, inconsistent styling, and code that's difficult to maintain. But what if there was a better way? Enter Utility-First CSS, a revolutionary approach that's changing how we style websites. Frameworks like Tailwind CSS are leading the charge, offering a different philosophy that prioritizes small, reusable utility classes over writing custom CSS from scratch. Utility-First CSS isn't just a trendy buzzword; it addresses some fundamental problems in traditional CSS workflows. It of…  ( 7 min )

After getting to the penultimate stage in HNG12 internship earlier this year, my perfectionist tendencies cropped up again and this time I want to get to the ultimate stage. First though I have to start from the scratch so stage 0 it is. The goal for Stage 0 was straightforward: 👉 Build a small backend application that returns some personal info — and something extra (Cats facts). This project, called Cat Facts API Integration, fetches random cat facts from the public Cat Facts API and combines them with basic user information. It includes three simple endpoints: / → Root welcome route /health → Health check /me → My personal info + a random cat fact All built with FastAPI, httpx, and a bit of structured logging. HNG13_simple_rest_stage_0/ ├── app.py ├── app.log ├── requirements.…  ( 7 min )

In embedded programming, we use mostly libraries, IDEs, extensions or so on. I'm on that way also. This gives us the simplicity and consistency. But even we should do that at projects, I think that every embedded programmer should now what is going on under the hood! In this post, I wanna share how to write a minimal HAL library (just for LED blinking) for STM32F446RE microcontroller. I just will do simple memory mappings and register operations so that it will be simple, but you will learn the most important stuffs about embedded programming. Firstly, you have to know exactly two terms: memory mapping and register operations. So embedded programming (nearly) is all about these. Every microcontroller has a memory layout and this layout is separated into different groups. We know that which…  ( 10 min )

First of all AssalamuAlaikum to all Article Readers. Hope you well and Enjoy Life very Well. Now Let's about Linux World. UNIX. Linus Torvalds in 1991. Linux Used almost everywhere : +------------------------+ | Applications (e.g. VS Code, Firefox) | +------------------------+ | Shell (Command Line Interface) | +------------------------+ | Kernel (Core of the OS) | +------------------------+ | Hardware (CPU, RAM, Disk, etc.) | +------------------------+ 1 - Kernel – The brain. Manages hardware, memory, processes, etc. 2 - Shell – The interface where you type commands (like Bash, Zsh). 3 - File System – Organizes and stores your files. 4 - User Space – Everything that runs outside the kernel (apps, services, etc.) Now Come to the Point How We Install Linux over Windows Ubuntu Download Link Rufus Download Link 1 - Open Rufus then you see screen like this ok. Options you do with this order with this your bootable pendrive is ready to perform well in your machine. Ubuntu  ( 7 min )

Hey everyone 👋 I’m currently working as part of a team that runs an e-commerce platform built on VTEX. I know the community is pretty divided on it – some consider it powerful and scalable, others find it too rigid and restrictive. That said, this post isn’t about debating VTEX itself. I’m trying to solve a more specific technical challenge: converting HTML content into Markdown without losing too much of its original functionality (structure, styles, layout behavior, etc.). The main reason Markdown is non-negotiable in my case is because VTEX accepts Markdown natively in certain content areas, while HTML is either limited or not supported at all. Has anyone here faced a similar situation before? Thanks in advance for any insights or ideas you can share! 💡  ( 6 min )

How to Use A/B Testing to Create Accurate Buyer Personas Vamshi E ・ Oct 16 #webdev #programming #ai #javascript  ( 6 min )

Hey everyone 👋 I recently completed my first real coding project — an online store built completely from scratch using only HTML, CSS, and JavaScript. 🛒 No frameworks, no libraries, no complex build tools — just pure, hands-on frontend coding. I wanted to understand how real online stores work at the most fundamental level. So instead of relying on templates or pre-made frameworks, I built everything myself — step by step. Here’s a quick breakdown of what I built and learned along the way: HTML Structure – I created the product layout, navigation, and cart sections using semantic HTML. CSS Styling – Styled everything with Flexbox and Grid for a clean, responsive look. JavaScript Logic – Added a simple cart system with “add” and “remove” functions. Interactivity – Made the total update dynamically and displayed items in real time. It’s not a massive project — but it helped me understand the core of frontend development better than any tutorial could. I documented the full project on my website with step-by-step instructions and complete code examples. 👉 Read the full tutorial here If you’re just getting started with web development, this is a great beginner-friendly project to practice your HTML, CSS, and JS skills while creating something real. 💪 Let me know what you think — or share your version if you build it too!  ( 6 min )

In the fast-changing field of artificial intelligence, digital avatars have long ago stopped looking like cartoon characters and are now hyper-realistic humans. Content creator and marketer or business owner having an AI avatar that looks genuinely human can bring more authenticity and connection to your videos, social media, and virtual communication. But with all the tools available, which one do you choose? Let us take a look at best AI avatar generator that can generate realistic virtual human which can boost your digital footprint. Tagshop is the best AI avatar maker for finding a good balance between realism and customization. Tagshop Utilizing generative AI, Tagshop’s advanced technology generates human-like avatars that not only look real, but also talk, move, and express emotions …  ( 9 min )

Optimizing Next.js for Maximum Performance Next.js apps are performant out of the box, but fully unlocking their speed potential requires leveraging built-in optimization features. This guide walks through the core strategies to create fast, lean, and responsive Next.js applications, backed by official docs and expert insights. Optimized Image Handling with Component Next.js provides a specialized component that extends the native HTML element by automatically optimizing images for size, format, and device resolution. Automatic compression and resizing Efficient caching for different device sizes Conversion to modern formats like WebP and AVIF Replacing raw tags with Next.js’s component and serving modern formats significantly reduces image payloads and …  ( 7 min )

Nono La Grinta, Paris’s latest rap phenom, tears through “LOVE YOU” with pinpoint precision in a new A COLORS SHOW performance—proof his upcoming debut project’s got that raw, unfiltered heat. COLORS x STUDIOS keeps it sleek and minimal, shining a spotlight on breakout talent. Stream the video, tune into the 24/7 livestream, and follow Nono on TikTok and Instagram to catch all the vibes. Watch on YouTube  ( 6 min )

Universal Verification Methodology (UVM) proves invaluable. UVM provides a structured, reusable framework that enhances functional coverage and ensures comprehensive validation of chip designs. Understanding Functional Coverage in Chip Design Functional coverage is a metric-driven approach used to determine whether all intended behaviors of a chip have been exercised during simulation. Unlike code coverage, which only tracks which lines of code or branches have executed, functional coverage focuses on the behavior of the design. It answers essential questions like: Have all use cases, corner cases, and complex interactions been tested? Functional coverage is crucial because chips operate in environments that can be unpredictable. Even minor untested scenarios may cause failures in real-w…  ( 8 min )

Ezra Furman rolls through the KEXP studio with a fiery live rendition of “Veil Song,” recorded August 13, 2025 and hosted by Cheryl Waters. The raw, intimate session is crystal-perfect thanks to audio engineer Kevin Suggs and mastering by Matt Ogaz. Backing Ezra on stage are Liz Furman (vocals, guitar), Ben Joseph (keys, guitar), Sam Durkes (drums), Jorgen Jorgensen (bass) and Lilah Larson (guitar), while a five-camera team (Jim Beckmann, Carlos Cruz, Scott Holpainen, Luke Knecht & Ettie Wahl) captured every angle. Dive deeper at ezrafurman.com or kexp.org, and join the YouTube channel for exclusive perks. Watch on YouTube  ( 6 min )

Indie singer-songwriter Indigo De Souza lays it down live at KEXP with a heartfelt rendition of “Be Like The Water,” recorded in the Seattle studio on August 31, 2025. She’s joined by Landon George (bass), Maddie Shuler (guitar, keys, vocals) and Lila Richardson (drums), while host Ashley McDonald and audio guru Kevin Suggs (plus mastering ace Matt Ogaz) keep everything sounding tight. The session’s captured by a camera team (Jim Beckmann, Carlos Cruz, Scott Holpainen & Emma Juncosa) and polished by editor Carlos Cruz. Catch the full performance on KEXP.org or Indigo’s website—and don’t forget to join the YouTube channel for insider perks! Watch on YouTube  ( 6 min )

Circles Around the Sun & Mikaela Davis Live on KEXP Circles Around the Sun joined forces with harpist-singer Mikaela Davis for a laid-back yet electrifying set recorded on August 21, 2025, in the KEXP studio. Think driving bass (Dan Horne), tight drums (Mark Levyz), lush keys (Adam MacDougall), spicy guitar (John Lee Shannon) and ethereal harp/vox from Davis—all guided by host Troy Nelson. Behind the scenes, Kevin Suggs handled audio engineering, Dan Horne mixed, and Matt Ogaz mastered the tracks. A squad of five camera operators (Jim Beckmann, Carlos Cruz, Scott Holpainen, Jonathan Jacobson & Luke Knecht) plus editor Jim Beckmann captured every moment. Check out more at circlesaroundthesun.bandcamp.com or kexp.org. Watch on YouTube  ( 6 min )

It started with a simple frustration I kept getting charged for things I didn’t even remember subscribing to. Streaming, SaaS tools, newsletters… it all adds up. $4.99 here, $9.99 there, and suddenly, I was spending $100+ a month on apps I barely used. I tried spreadsheets, reminders, and even other apps, but most wanted bank access or logins I wasn’t comfortable sharing. So we built _Subsavio a lightweight, privacy-first browser extension that helps you: 💡 Monitor all your subscriptions in one simple dashboard 🔔 Get alerts before renewals hit your card 🧾 Spot unused or forgotten subscriptions 🛡️ Keep your data private — no bank connections required Everything runs locally inside your browser. No tracking, no data collection. We launched quietly, and within days users were telling us how they’d uncovered hidden charges they’d completely forgotten about. That’s when we knew we were solving a real problem. 💬 We’d love your feedback: Would you trust a browser tool over bank-linked apps? Should we add features like receipt scanning or Gmail sync (optional)? What’s your biggest challenge with managing subscriptions? 👉 Check it out here: Subsavio on Chrome Web Store — Team Subsavio  ( 6 min )

Circles Around the Sun & Mikaela Davis Live on KEXP Circles Around the Sun teams up with harpist/vocalist Mikaela Davis for a live KEXP studio session recorded August 21, 2025. They blaze through three dynamic tracks—“Hot Pursuit,” “After Sunrise” and “Moonbow”—mixing psychedelic jam grooves with Davis’s ethereal harp flourishes. Backing the duo are Dan Horne on bass, Mark Levyz on drums, Adam MacDougall on keys and John Lee Shannon on guitar. Hosted by Troy Nelson, engineered by Kevin Suggs and mixed/mastered by industry pros, the multi-camera shoot captures every vibrant moment of this epic studio performance. Watch on YouTube  ( 6 min )

A high-quality AWS WAF CAPTCHA bypass solution is indispensable for any serious web automation or large-scale data acquisition effort. The AWS Web Application Firewall (WAF) is a robust defense mechanism designed to shield web applications from malicious attacks and automated bot traffic. When the WAF's Bot Control feature flags an incoming request as suspicious, it typically issues a CAPTCHA challenge to confirm human interaction. For organizations that depend on automated data processes, such as market research or competitive monitoring, this security measure poses a significant operational hurdle. This article will detail why a specialized, machine-learning-powered service is essential for overcoming this advanced defense, and why CapSolver stands out as the premier choice for reliably …  ( 12 min )

Are you struggling to programmatically extract structured content from Word documents? Developers often face the challenge of integrating data locked within Word files into their applications or workflows. While Word documents are excellent for human readability, their proprietary format makes automated data extraction and processing cumbersome. This is where converting Word to XML becomes invaluable. XML, as a universal, self-describing data format, offers unparalleled benefits for data interoperability, structured storage, and easier parsing across various systems. This article provides a practical guide on how to achieve this conversion using C# and VB.NET, leveraging the robust capabilities of a dedicated library like Spire.Doc for .NET. The need for converting Word to XML arises in nu…  ( 8 min )

Yesterday, I participated in AWS GameDay, a hands-on challenge designed to test real-world cloud problem-solving skills. The scenario was intense — our website, which was hosted on EC2 instances behind an Application Load Balancer (ALB), had been hacked and encrypted by ransomware! The task was to perform forensics on compromised instances, secure the infrastructure, and restore the application without losing valuable data or uptime. The setup consisted of: 1 Application Load Balancer (ALB) 1 Auto Scaling Group (ASG) configured to always maintain two healthy EC2 instances A website hosted on those EC2 instances, which was now showing an encrypted ransom message Initially, our instinct was to detach and replace the EC2 instances behind the ALB. However, the new instances were also be…  ( 7 min )

Read More: Top 10 Key Takeaways in Software Testing from 2025 Let’s explore the top 10 key takeaways in software testing from 2025 that every QA professional should know. AI Testing Has Become Mainstream Artificial Intelligence is no longer a buzzword—it’s a necessity. In 2025, AI-driven testing tools have matured enough to analyze test cases, detect patterns, and even predict potential failures. Testers now rely on AI to automate repetitive tasks, generate smarter test cases, and provide data-driven insights. This has significantly reduced manual effort and increased test accuracy. Key takeaway: Embrace AI-based tools to accelerate testing cycles and improve defect detection rates. Shift-Left Testing is the New Normal The “shift-left” approach continues to dominate QA strategies. Testing …  ( 8 min )

Remote connecting to a Raspberry Pi is essential for headless (no monitor) operation. Here's a complete guide covering all the methods from easiest to most advanced. Prerequisites: First-Time Setup 1. Enable SSH (for command line access): Before first boot: Create an empty file named ssh (no extension) on the boot partition of your SD card. After boot (with monitor): Run sudo raspi-config > Interface Options > SSH > Enable 2. Connect to Network: Ethernet: Plug in a network cable (easiest for initial setup). Wi-Fi: Before first boot: Create a wpa_supplicant.conf file on the boot partition with your Wi-Fi credentials: conf country=US ctrl_interface=DIR=/var/run/wpa_supplicant GROUP=netdev update_config=1 network={ ssid="YOUR_WIFI_NAME" psk="YOUR_WIFI_PASSWORD" } 3. Find Your Pi…  ( 8 min )

Java, data types define the type of data a variable can hold. They are divided into two main categories: Primitive Data Types Non-Primitive (Reference) Data Types 1. Primitive Data Types: Primitive data types are the most basic building blocks of Java programs. They store simple values directly in memory and are used for efficient computation. What are Primitive Data Types? Byte Data Type in Java size of 1 byte- 8 bits Stores very small integers values byte range (-127 to 128) Short Data Type in Java Size of 2 byte- 16 bits Stores small integer values larger than byte Range of short -32,768 to 32,767 useage:Useful when you need to save memory but need to store slightly larger numbers than byte int Data Type in Java Size of 4 byte- 32 bits Stores standard integer values and is the m…  ( 6 min )

Overview ⚠️ Note that the following sections are relevant only for: If you intend on using Salesforce within the io.Connect Platform (io.Connect Desktop or io.Connect Browser) Salesforce sessions with active Lightning Locker (in Session Settings) the latest versions of the Salesforce Adapter (5.13 and later). For details on the legacy versions (3.0 and 4.0), see the Legacy Adapter section. As 'Lightning Locker' does not allow direct usage of components packaged in an external namespace you will need to use Lightning Message Service (LMS) to communicate with the io.Connect Platform. Thus, we provide free of charge an LMS middleware package and a Plugin-based template that could serve as a reference point for further development. For simplicity of this documentation we will not focus on s…  ( 15 min )

People often think growth equals movement. When you pause, patterns reveal what’s real. How do you slow down without losing momentum?  ( 6 min )

L'importance de la cybersécurité aujourd'hui Dans un monde de plus en plus connecté, la cybersécurité est devenue une préoccupation majeure pour les entreprises, les gouvernements et même les particuliers. Les cyberattaques peuvent avoir des conséquences dévastatrices, allant de la perte de données sensibles à la disruption des opérations commerciales. Pour se protéger contre ces menaces, il est essentiel d'utiliser des outils de cybersécurité puissants et efficaces. Wireshark : l'outil d'analyse réseau incontournable Wireshark est un outil d'analyse réseau open-source largement utilisé par les professionnels de la cybersécurité pour surveiller et analyser le trafic réseau en temps réel. Avec sa capacité à capturer et à afficher les paquets de données échangés sur un réseau, Wireshark offr…  ( 7 min )

Когда я начинал изучать программирование, передо мной встал классический вопрос: какой язык выбрать? Открыл TIOBE, посмотрел на топ-20... и запутался окончательно. Perl в топ-15? Assembly? Fortran? Когда вы последний раз видел вакансию с требованием Fortran? Тогда я решил проверить гипотезу: насколько популярные рейтинги технологий соответствуют реальному спросу на рынке труда? Результаты оказались показательными. Начнём с того, как работает TIOBE. Его методология основана на подсчёте поисковых запросов в различных поисковых системах. Звучит логично, но есть нюанс: поисковый запрос "Python tutorial" может делать как практикующий разработчик, так и студент, выполняющий курсовую работу. Visual Basic держится в топе во многом благодаря тому, что миллионы офисных работников гуглят "как написат…  ( 8 min )

In OOP, objects collaborate. The initial idea of collaboration, first found in Smalltalk, was for object A to send a message to object B. Languages designed later use method calling. In both cases, the same question stands: how does an object reference other objects to reach the desired results? In this post, I tackle the problem of passing dependencies to an object. I will go through several options and analyze their respective pros and cons. For constructor injection, you pass dependencies as parameters to the constructor. class Delivery(private val addressService: AddressService, private val geoService: GeoService, private val zoneId: ZoneId) { fun computeDeliveryTime(user: User, warehouseLocation: Location): ZonedDateTime { val address = addre…  ( 8 min )

Hey guys, in this article, am going to show you how to implement multiple role-based authentication in Laravel even if you have many different users and multiple dashboards respectively. Before we delve into achieving that, let me breakdown my scenarios or problems I was facing in a project I was working on for a company, which made me spend almost two weeks trying to figure it out. By the way, if you’re just STARTING out with Laravel, I have created a Complete Laravel Guide just for you. In this project, I was presented with six (6) different users and their respective dashboards too, the users were as follows viz: Super Admin Admin Players Teams Academics Scouts So, the problem was to redirect the users to their respective dashboards on successful logins and restrict access to …  ( 12 min )

Have you ever had users or even testers tell you that your drag-and-drop editor sometimes feels slow, heavy, or clunky? Such editors are popular tools that make web content creation faster and easier through a visual interface. Without them, people would have a tougher experience using website builders, content management systems (CMS), email builders, and similar platforms. However, despite its convenience, a drag-and-drop visual HTML editor can sometimes feel more like a burden than a benefit. Complex code, excessive features, or poor optimization often cause it to slow down or feel unresponsive. Instead of empowering users like it should, it may create frustration and interrupt the users’ creative flow. In this article, we’ll cover the common reasons a drag-and-drop editor feels clunky.…  ( 12 min )

I recently built a full-featured Morse code translator (Morse Code Translator) and learned some interesting lessons about audio generation, encoding algorithms, and Next.js 15's new features. This post breaks down the technical implementation and challenges I encountered. Before diving into the code, you might wonder: why build a Morse code tool in 2025? Beyond the nostalgia factor, Morse code is actually a fascinating case study in variable-length encoding. Frequently used letters get shorter codes (E = ".", T = "-"), which later inspired Huffman coding algorithms used in modern compression. Plus, it's still actively used in: Amateur radio (ham radio) communication Aviation identifier beacons Assistive technology for people with disabilities Emergency communications when modern systems fa…  ( 11 min )

I think you're becoming tired of vibe-coding topics. But don't worry, my goal isn't to talk about new groundbreaking achievements that change the world, blah-blah-blah... I find it more interesting to look for points where code generation starts to fail. This will help adapt static analyzers for the new task of checking code created by these systems. I did some experiments generating code with GigaChat and DeepSeek. These weren't work tasks or thorough research. I was simply curious to find examples where problem complexity reaches a certain threshold and C++ code generation begins to struggle. If you ask it to generate code at the level of lab exercises or even some course projects, there are no issues. It produces excellent code for sorting arrays or counting set bits in byte arrays. Fo…  ( 9 min )

If you’re still relying on Docker-in-Docker (DinD) for container builds in GitLab CI, there’s a cleaner, faster way: Podman. Combined with GitLab’s cache, Podman lets you use RUN --mount=type=cache just like on your local machine — without a privileged Docker service. This approach gives you rootless, reproducible builds that efficiently reuse dependency caches across pipelines. Inspired by my tiny repo lig/coredns-zoner, this guide generalizes the setup for popular languages and package managers. We’ll also note one caveat about GitLab.com’s cache implementation and how a self-managed GitLab can provide even faster caching. No Docker-in-Docker service: Build inside a single container image (like quay.io/podman/stable) — no privileged daemon required. Rootless operation: Works seamlessly w…  ( 9 min )

Finally…Breaking Down Kansas LIVE sees Rick Beato nerding out over his favorite Kansas track, peeling back stems, structure, and sonic choices in real time. If you’re a gearhead or a song-structure junkie, you’ll love the in-depth dissection and ear-opening insights. Score the Professional Guitar Collection—Quick Lessons Pro, The Arpeggio Masterclass, The Beato Book Interactive, and The Beato Ear Training Program (a combined $427 value)—for just $89 until October 10 at midnight EST. Don’t sleep on this deal! Grab it here Watch on YouTube  ( 6 min )

Oracle Cloud Infrastructure provides powerful resource management capabilities through service limits and compartment quotas, enabling organizations to control consumption, manage costs, and ensure resource availability across their cloud deployments. Understanding these mechanisms is essential for effective cloud governance and financial management. Understanding Service Limits What are Service Limits? Service limits are resource allowances that limit what resources you can use in your tenancy. They are established when you create your tenancy, but can be changed on request. Key Characteristics: Oracle-Defined: Service limits are set by Oracle based on your subscription Tenancy-Wide: Apply across your entire OCI tenancy May Change Automatically: Can be adjusted based on subsc…  ( 13 min )

In today’s fast-paced digital world, businesses cannot rely solely on traditional marketing methods to reach their target audience. With billions of users interacting online daily, digital marketing has become a cornerstone for brands to engage, convert, and retain customers. However, the sheer volume of data generated by these interactions can be overwhelming. This is where Data science steps in, transforming raw data into actionable insights that drive smarter marketing strategies. Data science combines statistical analysis, machine learning, and computational tools to analyze large datasets and extract meaningful insights. In digital marketing, data science helps marketers understand customer behavior, predict trends, personalize content, and optimize campaigns for better performance. I…  ( 8 min )

Graphic design work requires specialized tools—graphic editors. But what if the editor crashes during a critical task due to bugs? Let's use a static analyzer to search for potential errors and unusual code patterns in the open-source PixiEditor project. What is PixiEditor? As the name suggests, it's a 2D editor focused on pixel art. However, it also supports procedural graphics, image editing, vector graphics, and animation. Notably, it's an open-source project under active development, meaning anyone can contribute to its evolution. I must highlight one particularly impressive PixiEditor feature: The Node Graph. This tool essentially lets us program our scene visually. The PVS-Studio team actively supports open-source projects by helping improve their code quality and reliability. So, …  ( 13 min )

For the last few years, Hacktoberfest has been my excuse to dive into code — fixing bugs, improving docs, and contributing to projects like Open Policy Agent, Ortelius, and Real Dev Squad. But this year, I decided to take a step back. No code, no pull requests — just conversations. I spent Hacktoberfest 2025 talking to people about open source. How they could start, where to look, and most importantly, why it matters. And honestly, it changed how I look at contribution. Open source isn’t only powered by code — it’s powered by people. The ones who write, test, review, design, or simply encourage someone else to try. Watching someone make their first contribution after a quick chat felt just as good as merging my own PR. I realized that being part of open source isn’t just about what you build — it’s about who you bring along. So if you’re joining next year, start wherever you can. Write, review, share, guide, or even just ask questions. Because open source grows when more people feel they belong — and sometimes, the best way to contribute is to help someone else begin. This Hacktoberfest reminded me that contribution isn’t always code — sometimes, it’s connection.  ( 6 min )

Tron – Caravan of Garbage Disney’s gearing up to squeeze every credit out of the Tron universe with the upcoming Tron: Ares, so The Weekly Planet is dropping back-to-back “Caravan of Garbage” reviews: the 1982 original Tron and the neon-soaked Tron: Legacy. Expect Jeff Bridges, groundbreaking VFX, glowing onesies and plenty of retro computer magic in the classic. Want more? Head over to bigsandwich.co for early videos, bonus podcasts, movie commentaries and game let’s-plays, or follow James and Maso on Twitter. Extended audio, merch, Patreon perks and all that jazz are just a click away. Watch on YouTube  ( 6 min )

Nono La Grinta Brings the Heat Paris-based wordsmith Nono La Grinta rips through his unreleased track “LOVE YOU” on A COLORS SHOW, dropping each line with raw precision and unfiltered grit. This sneak peek hints at the fire he’s cooking up on his upcoming debut project. COLORSxSTUDIOS keeps it stripped-back and global, offering a clean stage for standout talent—no distractions, just pure vibes. Dive into their 24/7 stream or curated playlists and catch Nono’s set (and plenty more fresh sounds) whenever you need a musical fix. Watch on YouTube  ( 6 min )

Indys Blu brings the feels New Orleans songstress Indys Blu takes the COLORS stage with her single “Saddest Song,” blending raw heartbreak and poetic reflection into one stirring live performance. True to form, COLORS offers a stripped-down, minimalist backdrop that lets incredible new voices shine—stream the show or dive into their curated playlists to catch more fresh, boundary-pushing music. Watch on YouTube  ( 6 min )

Ezra Furman and the gang brought down the house at KEXP on August 13, 2025, ripping through “Submission” with Liz Furman on vocals and guitar, Ben Joseph juggling keys and guitar, Sam Durkes on drums, Jørgen Jørgensen thumping bass and Lilah Larson shredding guitar. Host Cheryl Waters keeps the vibe loose, while audio ace Kevin Suggs records every raw riff and Matt Ogaz adds the final polish. Multiple cameras—Jim Beckmann, Carlos Cruz, Scott Holpainen, Luke Knecht and Ettie Wahl—capture all the action, and editor Carlos Cruz stitches it into a tight live session you can catch at KEXP.org or dive deeper at ezrafurman.com. Watch on YouTube  ( 6 min )

Backlinks remain one of the strongest ranking signals in SEO. For marketers, bloggers, and small businesses, finding reliable free backlink tools is essential for tracking link profiles without investing in expensive platforms. Let’s explore what makes a great backlink checker and which free options stand out in 2025. Why You Need a Free Backlink Tool A free backlink tool helps you: Identify websites linking to your domain Detect spammy or toxic backlinks Analyze anchor text distribution Compare new vs. lost backlinks Discover potential outreach opportunities The Free Backlink Tool on GitHub is a practical open-source solution designed to simplify these tasks for both beginners and SEO professionals. Key Features to Look For When choosing the best free backlink tool, consider the follo…  ( 7 min )

Freelancing is perhaps the most talked-about topic when it comes to modern ways of making money. People find it intriguing that one can make decent money with so much flexibility and independence. But what does a freelancer do exactly, and what is happening with freelancing in 2025? We will start by explaining what a freelancer is, followed by the description of the freelancing types, and finally, we will tell you how to succeed in freelancing with the help of personal portfolio and link-in-bio page tools. What Is a Freelancer? A freelancer is a professional who accepts commissions from different clients for a specified job or a set time without being under the permanent employment of any of them. Freelancers are not restricted by the traditional work frame; thus, they can freely choose …  ( 8 min )

If you've built on Ethereum or an Ethereum rollup, you may be familiar with an Externally Owned Account (EOA), which is a basic wallet: a private key controls the account, allowing it to send transactions but not run arbitrary code. On the other hand, smart contract accounts can embed logic, verify signatures, perform batching, sponsor gas, and much more. Account abstraction aims to erase this distinction. Over the years, several approaches have tried to deliver that vision. But fragmentation, complexity, and UX challenges remain. EIP-7702 is a proposal whose promise is elegant: let an EOA temporarily adopt smart contract code for a single transaction by temporarily setting contract logic for the transaction with no migration, no new account, and just optional delegation. What's more, Arbi…  ( 10 min )

The “Emerging Data Lakehouse Design and Practice Handbook · From Layered Architecture to Data Lakehouse Architecture Design (2025)” series focuses on the design and practice of moving from traditional data warehouse layering to modern data lakehouse architectures. This handbook explains the core value of data warehouse layers, common layer types, ETL architecture and data transformation processes under each layer, corresponding technical architecture, and provides a deep dive into layered design using the Source Layer (ODS), Data Warehouse Layer (DW), and Data Service Layer (DWS) as examples. Finally, it explores trends in data warehouse technology and provides a summary. This article is the first in the series, providing a detailed analysis of the concept and design of data warehouse laye…  ( 10 min )

Check out this Pen I made!  ( 5 min )

The Problem: Markdown Sharing is Broken If you're working with AI tools like ChatGPT, Claude, or Cursor (and let's be honest, who isn't these days?), markdown has become an integral part of your daily workflow. But here's the kicker: there's no good way to share markdown content while preserving its formatting. Let me paint you a picture: Pastebin? Syntax highlighting is locked behind a paywall on the free tier. Messaging apps (Telegram, WhatsApp, Signal)? They squish everything together with zero control over wrapping or formatting. Slack/Teams/Discord? Great if everyone's on the same platform, but what about external collaborators? GitHub Gists? Excellent, but feels heavy-handed for throwaway notes or quick information sharing. I found myself constantly frustrated trying to share struc…  ( 8 min )

Subdomain Takeover: A Deep Dive into Vulnerability and Prevention Introduction Subdomain takeover is a high-impact web vulnerability where an attacker gains control over a subdomain of a target domain by exploiting dangling DNS records. It occurs when a subdomain points to a service or resource that no longer exists, allowing the attacker to claim ownership and host malicious content, phish users, or even intercept sensitive information. This vulnerability often goes unnoticed by organizations, creating a significant security risk. This article will explore the intricacies of subdomain takeover, covering prerequisites, techniques, impact, and methods to prevent it. Prerequisites: Understanding DNS and Cloud Services Before delving into the mechanics of subdomain takeover, it's crucial to…  ( 10 min )

When enterprise data integration jobs scale beyond tens of millions, the migration from DataX or Sqoop to Apache SeaTunnel is often full of thorns—configuration incompatibility, fragile field mapping, and inefficient bulk transformation, each of which can become a “roadblock” for project progress. Now, a new tool named X2SeaTunnel is tackling this challenge. Even more surprisingly, this practical tool — capable of converting source configurations into SeaTunnel format with one click — was rapidly implemented through AI Coding. On October 21, this knowledge-packed session will reveal the dual secrets behind tool development and AI empowerment! As an Apache Top-Level Project that serves top enterprises like Alibaba and Tencent — and stably processes over 20PB of data daily — SeaTunnel’s perf…  ( 7 min )

A post by Nourhan Ibrahim  ( 5 min )

Synchronizing Data from MySQL to PostgreSQL Using Apache SeaTunnel Author | Chen Fei, Big Data Engineer at ChinaPay Today, I’d like to share a simple but common scenario of MySQL-to-MySQL data synchronization and merging. This case reflects a problem I encountered in real work, and I hope it can spark discussion. I welcome more experienced peers to share insights and ideas. Version Requirement: Apache SeaTunnel → Apache SeaTunnel-2.3.9 In our business system, there are two MySQL source databases: source_a source_b Both databases contain a table with the same structure, but data comes from different business lines. Data is generated simultaneously on both sides, which leads to primary key conflicts. Our goal is to merge the tables from these two sources into a single target database (we …  ( 10 min )

I'm writing a blog post series about how to create a production-grade AI Stack environment. The first post is about deploying an LLM in Kubernetes environments where GPUs are not available using Ollama: https://levelup.gitconnected.com/deploying-an-llm-with-ollama-on-kubernetes-1975acfc4a2b  ( 6 min )

Features of Java 1.Simple Syntax 2.Object Oriented 3.Platform Independent 4.Interpreted and Compiled 5.Multithread 6.Portable 7.High Performance 8.Rich Standard Library 9.Secured and Robust 10.Memory Management Memory management in java is handled by Java Virtual Machine. Memory for objects are stored in Heap Methods and local variables are stored in stack  ( 6 min )

Image Source: Hashicorp, Architecture, https://developer.hashicorp.com/vault/docs/internals/architecture. Hashicorp Vault is a flexibility and robustness secrets management tool. Installable as a simple binary that starts a single server or joins others to create a server cluster, it offers token-based, policy-controlled access to encrypted data. Incorporating Vault into applications can be done directly via the exposed REST-like API interface, by running the Vault binary in an agent mode that fetches secrets in the context of a server or containers, or by installing operator abstractions directly in the container orchestrating software Kubernetes. Vaults operational flexibility and feature sets builds upon a complex architecture. This blog article is a lightweight introduction to this top…  ( 10 min )

Over the past ~5 years, I have often faced the task of collecting logs, usually from small or medium-sized codebases. Sending logs from code is not a problem: Java and Go have libraries for this practically out of the box. But deploying something to collect them is a headache. I understand that it's a solvable task (even before ChatGPT, and now even more so), but still. All logging systems are primarily geared toward the large-large enterprise world and its requirements, rather than small teams or single developers with a few sticks, glue and a “yesterday” deadline. Launching ELK is a challenge for me every time: a bunch of settings, a non-trivial deployment, and when I enter the UI, my eyes run wild from the tabs. With Loki and Graylog, it's a little easier, but there are still way more f…  ( 9 min )

Hey Techies, I was watching some random coding react conf video(If your a react developer you should try once). Guess what I found a hack which I don't see people usally use this hack which is very cool thing to use and I am sure your going to use this hack on daily basis.  So, Lets assume that you have type ready for a object which is complex. type Address = { street: string; city: string; state: string; country: string; zip: string; }; export type CompanySize = | "0-20" | "20-50" | "50-100" | "100-200" | "200-500" | "500-1000" | "1000-2000" | "2000+"; export interface OrganizationForm { name: string; description?: string; address: Address; contactEmail: string; phoneNumber: string; website: string; industry: string; size: CompanySize; interests: string[]; techStack: string[]; } export interface OrganizationState { formData: OrganizationForm; currentStep: number; isLoading: boolean; error: string | null; successMessage: string | null; } export interface OrganizationActions { setField: ( key: K, value: OrganizationForm[K] ) => void; } export interface OrganizationAsyncActions { createOrganization: () => Promise; } Then you want to create a default state or something a intial object with the type. But we have now more smarter way to do it thats all about this blog. Yeah Yeah Yeah… VS Code is full of surprise starting from the emmet to various features like this. Untill I find another hack goodbye. https://www.linkedin.com/in/harish-kumar-418a47237/ https://github.com/harish-20  ( 6 min )

Beautiful new music making environment! (GRM Atelier) Andrew Huang digs into his early-access preview of GRM Tools Atelier, showcasing its standout global randomization features, groundbreaking modulation system, and versatile audio generators & processors. He walks through an in-depth demo, highlights unique global parameters, and shares his final thoughts on how Atelier can elevate your sound design workflow. Beyond the demo, Andrew thanks GRM for the invite and drops all his go-to links—subscribe, his own plugin, book, online course, Patreon, Discord, socials, streaming platforms, plus a treasure trove of affiliate gear recommendations. Chapters included for easy navigation! Watch on YouTube  ( 6 min )

Indys Blu – “Saddest Song” on A COLORS SHOW New Orleans songstress Indys Blu pours raw heartbreak and poetic flair into her stirring performance of “Saddest Song” for A COLORS SHOW. Her soul-bearing vocals shine on the minimalist stage, letting the emotion take center stage. A COLORS SHOW is all about highlighting fresh voices with simple, slick visuals. Catch the full set on YouTube (plus 24/7 livestream), dive into their curated playlists (FEEL, MOVE, ALL COLORS SHOWS) and follow both Indys Blu and COLORS on TikTok, Instagram, Spotify and more for nonstop discovery. Watch on YouTube  ( 6 min )

Ezra Furman – “Submission” (Live on KEXP) Catch Ezra Furman ripping through “Submission” live in the KEXP studio on August 13, 2025. Hosted by Cheryl Waters, this raw, high-energy session delivers all the fuzz and fire you’d expect—topped off with on-point mastering by Matt Ogaz. Backing Ezra (and sometimes Liz) on vocals and guitars are Ben Joseph (keys, guitar), Sam Durkes (drums), Jorgen Jorgensen (bass) and Lilah Larson (guitar). Big shout to Kevin Suggs on the board, cameras by Jim Beckmann, Carlos Cruz, Scott Holpainen, Luke Knecht & Ettie Wahl, and editing magic from Carlos Cruz. Dive deeper at ezrafurman.com or tune in at kexp.org. Watch on YouTube  ( 6 min )

Indigo De Souza – “Be Like The Water” (Live on KEXP) Catch North Carolina’s own Indigo De Souza delivering a heartfelt performance of her single “Be Like The Water” straight from the KEXP studio on August 31, 2025. Backed by Landon George on bass, Maddie Shuler on guitar, keys, and vocals, and Lila Richardson on drums, she brings an intimate, raw energy that feels like you’re right there in the room. Hosted by Ashley McDonald and captured by a dream team of cameras (Jim Beckmann, Carlos Cruz, Scott Holpainen & Emma Juncosa), with Kevin Suggs on audio and Matt Ogaz mastering, this session is as polished as it is passionate. Dive into the full video at KEXP.org or hit up Indigo’s site for tour dates and more. Watch on YouTube  ( 6 min )

Indigo De Souza – “Not My Body” Live on KEXP On August 31, 2025, indie singer-songwriter Indigo De Souza stormed into KEXP’s Seattle studio for a raw, heartfelt take on her single “Not My Body.” She’s joined by Landon George on bass, Maddie Shuler on guitar, keys and backup vocals, and Lila Richardson on drums, delivering an electrifying performance that captures all the intimate energy of a live session. Behind the scenes, host Ashley McDonald sets the tone while audio engineer Kevin Suggs and mastering guru Matt Ogaz make sure every note pops. A four-camera squad (Jim Beckmann, Carlos Cruz, Scott Holpainen & Emma Juncosa) plus editor Carlos Cruz bring the visuals to life. Want more? Check out indigodesouza.com or swing by kexp.org for the full experience. Watch on YouTube  ( 6 min )

Circles Around the Sun teamed up with harpist Mikaela Davis for a sun-soaked live session at KEXP’s studio on August 21, 2025. They tore through three tracks—“Hot Pursuit,” “After Sunrise” and “Moonbow”—blending psych-rock grooves with Davis’s glistening harp melodies. Backing this cosmic trio were Dan Horne on bass, Mark Levyz on drums, Adam MacDougall on keys and John Lee Shannon on guitar, with Troy Nelson hosting, Kevin Suggs engineering and Matt Ogaz mastering. Fans can catch more from the band on Bandcamp and tune into KEXP for their next in-studio magic. Watch on YouTube  ( 6 min )

When the Paycheck Protection Program (PPP) launched in 2020, it was meant to be a lifeline for struggling small businesses during the pandemic. Over $800 billion in taxpayer-backed funds were distributed to companies across the United States with one goal: to keep workers on payroll. But investigations have revealed that some businesses exploited the system. One case that stands out is Mason Building and Design, LLC, known publicly as Mason Builders. Read the full exposé here: 👉 Mason Builders PPP Loan Fraud Scheme Exposed Public financial data and federal filings show Mason Builders received more than $330,000 in PPP funds through Tri Counties Bank. These funds were approved to cover payroll and operating expenses but later became part of a complex financial network involving Porter C…  ( 10 min )

Silvana Estrada, the Veracruz-born singer-songwriter known for blending son jarocho folk with raw emotion, makes her Tiny Desk debut as part of NPR Music’s “El Tiny” takeover. Stripped down to just her voice and a cuatro venezolano (with a small band of piano, strings, brass and percussion), she delivers a haunting set drawn from her latest album, Vendrán Suaves Lluvias—an honest record born from loss and self-rediscovery. Highlights include the reflective “Como un Pájaro,” the bittersweet “Good Luck, Good Night,” the defiant “Si Me Matan” and the soulful “El Alma Mía.” Backed by talented musicians and produced by Anamaria Sayre’s Tiny Desk team, Estrada’s performance is a testament to turning pain into hope. Watch on YouTube  ( 6 min )

When artists don't write their own songs A quick rundown: this page is basically a promo blast for getting 20% off a premium subscription at Brilliant.org, pre-ordering Noah LeFevre’s new book Century of Song (links to Barnes & Noble, Amazon, Indie Bound, Blackwell’s, Books-A-Million, Chapters, Books Inc.), and supporting the creator on Patreon. Plus, you can follow Polyphonic on Twitter and hop into their Discord community for more music-history deep dives. Watch on YouTube  ( 6 min )

Steps: Night Theme Switcher - https://nightthemeswitcher.romainvigier.fr/ or https://extensions.gnome.org/extension/2236/night-theme-switcher/ day.sh with this code to change the theme: gsettings set org.gnome.desktop.interface gtk-theme 'Adwaita-lgiht'; night.sh: gsettings set org.gnome.desktop.interface gtk-theme 'Adwaita-dark'; For sunrise: bash /path/day.sh bash /path/night.sh === © 2025 Irvirty License: CC BY-SA 4.0  ( 6 min )

While building a Docker image recently, I needed to download a file using curl. My first instinct was to install curl in the container, make the request, and move on. But then I discovered Docker has a built-in way to handle this, and it's cleaner. Here's what I was doing initially: FROM alpine:latest WORKDIR /app RUN apk add --no-cache curl RUN curl -sS https://example.com/somefile.txt -o /app/somefile.txt EXPOSE 8080 This works, but it adds unnecessary bloat. You're installing curl just to download a file, increasing your image size and adding an extra dependency you don't really need at runtime. Docker's ADD instruction can fetch remote files directly without requiring curl or wget: FROM alpine:latest WORKDIR /app ADD https://example.com/anotherfile.json /app/anotherfile.json EXPOSE 8080 Much simpler. No extra packages, no additional layers, and the intent is clearer. ADD pulls the file at build time and places it exactly where you need it. Every package you install adds megabytes to your final image. Skipping curl keeps things lean, especially important when you're optimizing for production or working with constrained environments. Less tooling means fewer potential security vulnerabilities and a simpler dependency tree. Your container only contains what it actually needs. Using built-in instructions makes your Dockerfile more readable and idiomatic. Other developers (or future you) will immediately understand what's happening. Use ADD when: You're downloading a single file from a URL The file doesn't require authentication You want to keep your image minimal Stick with curl or wget when: You need more control over the download (headers, authentication, retries) You're fetching multiple files in a complex workflow You need to process or validate the downloaded content before using it Have you used ADD for remote files before, or do you have other Docker tricks worth sharing? Let me know in the comments! 😊  ( 7 min )

Constraints aren’t the enemy. “Technical constraints are decided later.” This belief is a recipe for disaster. When constraints are ignored early, they always come back — at the worst possible time. I’ve seen it first-hand: The Quick Technical Architecture Method (QTAM) makes technical constraints visible from the start. Identify performance and scalability limits Flag integration dependencies Surface security and compliance requirements Expose legacy issues early By treating constraints as design inputs — not afterthoughts — QTAM helps you avoid late-stage surprises. When constraints are discovered early: Teams design realistic solutions Risks are managed, not hidden Schedules and budgets stay safe When discovered late, they derail everything. Don’t let hidden constraints kill your project. qtam.morin.io  ( 6 min )

Taking on a new challenge: solving GeeksforGeeks POTD daily and sharing my solutions! 💻🔥 Problem: https://www.geeksforgeeks.org/problems/remove-bst-keys-outside-given-range/1 Remove BST keys outside given range Difficulty: Medium Accuracy: 59.92% Given the root of a Binary Search Tree (BST) and two integers l and r, remove all the nodes whose values lie outside the range [l, r]. Examples: Output: [6, -8, 13, N, N, 7] Input: root = [14, 4, 16, 2, 8, 15, N, -8, 3, 7, 10], l = 2, r = 6 Constraints: Solution: class Solution: def removekeys(self, root, l, r): if not root: return None root.left = self.removekeys(root.left, l, r) root.right = self.removekeys(root.right, l, r) if root.data r: return root.left return root  ( 6 min )

CAPSTONE PROJECT - 1 Blackjack Game Initialize deck of cards: Define list cards = [11][2][3][4][5][6][7][8][9][10][10][10][10] Define a function lost(i): Display user’s cards up to index i+3, their current total Display computer’s first card and score Announce that the player lost End program Create two empty lists for hands: your_card = [] computer_card = [] Deal initial cards: Randomly add 4 cards to the player’s list Randomly add 4 cards to the computer’s list Start the main game loop: Ask the user if they want to play Blackjack (type ‘y’ or ‘n’) If user chooses ‘y’: Display player’s first two cards and current score Show computer’s first card Start a nested loop for taking hits: Ask user: “Type ‘y’ to get another card, or ‘n’ to pass” If input is ‘y’: Add a new card and display current cards and total If total of player’s cards > 21, call the lost() function If computer’s total > 21 and player 21 and computer 21 and player 21 or player’s total < computer’s → player loses If scores are equal → draw End program If user chooses ‘n’ initially, exit the game. End of program Blackjack Game Rules (as applied) No jokers are used. Jack, Queen, King = 10 points. Ace counts as 11 or 1 (simplified here as 11). Cards have equal draw probability. Computer acts as the dealer.  ( 7 min )

For quite some time I wanted to change the look of my blog a bit. Techstack: For Markdown rendering used: react-markdown and for syntax highlighting used: highlight.js. Here's the source code  ( 6 min )

Status: Beta - Core features complete, seeking real-world feedback Demo: firsttx-playground.vercel.app Source: github.com/joseph0926/firsttx I am not a native English speaker, so I used a translation tool. SSR and RSC dominate the conversation right now. Next.js, Remix, Astro—the narrative is clear. But I kept running into contexts where SSR wasn't an option, internal tools where SEO is irrelevant, apps requiring rich offline capability, teams with large CSR codebases, architectures where server complexity is a deal-breaker. In these contexts, CSR is often the right choice. But you still pay the cost: blank screens on every revisit. The question became, could we address this specific weakness while keeping CSR's strengths intact? When you revisit a CSR app, User clicks link -> Blank scre…  ( 12 min )

Trends in AI Image and Video Generation in 2025 In 2025, AI image and video generation technologies are experiencing a golden era of explosive growth. With advancements in computing power and algorithm optimization, these tools have evolved beyond simple image synthesis to embrace multimodal integration, real-time generation, and high-fidelity outputs. One key trend is multimodal integration: AI tools now combine text, voice, images, and even video inputs to enable seamless creation from descriptions to finished products. For instance, users can describe a scene in natural language, and AI generates corresponding images or video clips, thanks to the maturation of Transformer and Diffusion models. Another trend is real-time generation. What once took minutes to produce a high-definition i…  ( 9 min )

If you’ve been learning Python for a while, you’ve probably seen a function defined like this: def my_function(*args, **kwargs): At first glance, it looks confusing — what’s up with those asterisks before args and kwargs? Are they just Python magic? Not quite. In reality, *args and **kwargs are among the most powerful and flexible tools in Python. They allow you to pass a variable number of arguments to your functions, making your code adaptable and dynamic. In this article, we’ll break down exactly how *args and **kwargs work, why they’re so useful, and how to use them effectively with real-world examples. Let’s dive in! 🚀 Why You Need Flexible Function Arguments Before understanding *args and **kwargs, let’s start with a simple scenario. Imagine you’re building a function that sums up n…  ( 10 min )

Hello everyone 👋 This is my first Hacktoberfest as a maintainer, and I’m so excited to open the doors of Quote.Vote to contributors around the world. We’ve prepared a GitHub roadmap full of good first issues to make onboarding easy and approachable for developers of all experience levels. Within the first day of posting in the official Hacktoberfest Discord, more than twenty contributors joined our roadmap. The bottleneck we’re facing is code reviews. Our core developers are unavailable to provide their time as needed, which means we’re receiving great pull requests faster than we can review them. If you’re an experienced developer who enjoys reading code, mentoring others, or improving collaboration workflows, we’d love your help reviewing PRs this month. Timely feedback is vital…  ( 7 min )

If you've integrated an LLM by parsing its output with regex, you've likely experienced the moment when everything breaks. The model updates, changes a single phrase, and suddenly your carefully crafted parser fails, routing urgent customer issues to the wrong department or missing critical data entirely. This is not a theoretical problem. Consider this real scenario: Day 1: Your customer support classifier works perfectly. A message like "You charged me twice! I want a refund NOW" produces: "The user is very upset about a duplicate charge. This is a billing issue. Sentiment is negative, and it seems urgent." Your regex const department = output.match(/billing issue/i) ? 'billing' : 'general'; routes it correctly. Day 8: The same input now returns: "This is a payment problem. The custom…  ( 12 min )

Just Completed My Personal Portfolio Website! After weeks of design, coding, and refinement, I’m excited to share my new personal portfolio website! Live Demo: https://www.medi-19.netlify.app This project showcases my journey as a Front-End Developer, featuring my skills, experience, and the projects I’ve built so far. Tech Stack Used: Pages Included: Home I also added proper SEO optimization, Open Graph meta tags, robots.txt, and sitemap.xml for better visibility and professional structure. This project truly represents my passion for clean UI, user experience, and organized code structure. Would love to hear your thoughts or feedback!  ( 6 min )

Beautiful new music making environment! (GRM Atelier) Andrew Huang dives into GRM Tools’ brand-new Atelier environment, thanks to early access and direct dev feedback. He walks through its unique global controls, a seriously cool modular modulation system, plus all the built-in audio generators and processors, then shares his final thoughts on why it’s a total game-changer for music makers. The description’s a treasure trove of links—his Transit plugin, Patreon perks, Discord, socials, streaming profiles, and loads of affiliate gear recs (Ableton Live, audio interfaces, headphones, cameras, you name it). Watch on YouTube  ( 6 min )

Paris-based rapper Nono La Grinta brings raw energy to A COLORS SHOW with his track “LOVE YOU,” nailing every line with precision and grit. The performance previews his upcoming debut project and proves he’s one to watch. COLORSxSTUDIOS keeps it clean and minimal, giving Nono La Grinta the perfect spotlight to shine, while the platform continues its mission of unearthing the coolest new talent and freshest sounds from around the globe. Watch on YouTube  ( 6 min )

Indys Blu brings heartbreak to life New Orleans songstress Indys Blu steps into A COLORS SHOW’s minimalist spotlight with her single “Saddest Song,” weaving raw heartbreak and poetic flair into every note. Catch the full performance on YouTube, stream her music everywhere, and follow her on TikTok and Instagram for more behind-the-scenes magic. A COLORS SHOW keeps it simple—no frills, just exceptional new talent shining bright. Watch on YouTube  ( 6 min )

Silvana Estrada takes over NPR Music’s Tiny Desk for El Tiny, celebrating Latinidad during Hispanic Heritage Month. Hailing from Veracruz, she strips everything back to just her voice and cuatro venezolano, backed by a stellar crew (think Roberto Verástegui on keys and Owen Pallett on cello), to showcase songs from her rawest album yet, Vendrán Suaves Lluvias. In an intimate setting, she moves you from tears to hope with haunting tracks like “Como un Pájaro,” “Si Me Matan” and “El Alma Mía,” proving that sometimes the smallest stages hold the biggest magic. Watch on YouTube  ( 6 min )

Finally…Breaking Down Kansas LIVE In today’s video, we take a deep dive into a classic Kansas track—peeling back the stems to explore its structure, arrangement tricks, and all the musical decisions that make it tick. Plus, there’s a limited-time deal on The Professional Guitar Collection: Quick Lessons Pro, The Arpeggio Masterclass, The Beato Book Interactive, and The Beato Ear Training Program (a combined $427 value) for just $89. Offer ends October 10th at midnight EST. Watch on YouTube  ( 6 min )

When searching NVIDIA’s lineup of graphics cards, you will often encounter models labeled with a “Ti” suffix—such as the RTX 3060 Ti, RTX 4070 Ti, or older versions like the GTX 1080 Ti. While this small addition may appear insignificant, it carries considerable weight in the world of graphics processing. In this blog, iRender will explore the meaning of “Ti,” its technical and marketing implications, and how it affects consumer choice and GPU performance. Let’s get started with iRender! In NVIDIA graphics cards, “Ti” stands for “Titanium.” It designates a higher-performance variant of a particular GPU model. Ti versions typically offer enhanced specifications, such as more CUDA cores, better clock speeds, or additional memory, leading to improved performance over the non-Ti models. The de…  ( 10 min )

Summary In this livestream, the host breaks down the key concepts that transformed music theory from abstract ideas into sounds you can hear and use on the spot. By walking through each idea in real time, they show how to internalize scales, intervals, and patterns so they become second nature when you play. Plus, there’s a limited-time offer: grab The Scale Matrix (all 25+ scales) at half price for the next two days. Watch on YouTube  ( 6 min )

Justin Hawkins Isn't Afraid To Talk Sh*t In a lively sit-down, Justin Hawkins opens up about everything from co-founding glam-rock hitmakers The Darkness to carving out a second act as a YouTube personality. He dives into the madness of touring, the thrill of reinvention and why he’s never shy about speaking his mind. Big love goes out to his Beato Club supporters, whose monthly backing keeps the creative fire burning. Watch on YouTube  ( 6 min )

GameApps is a compact, actionable hub for mobile-game discovery: it combines a Game Library, Hot Games lists, editorial picks, rankings, and timely game news — everything you need to sense what’s working in mobile right now. Use it as a signal layer on top of your analytics to reduce guesswork and accelerate decisions. ([gameapps.cc][1]) Below is a Medium-ready article structured to be independently useful: background, practical tactics, a short Python scraper you can run to extract trends, and a conversion tip that turns visits into installs. All recommendations assume you’ll pair GameApps signals with your own telemetry. Signal variety: Hot lists, rankings, editorials and news — multiple signal types let you triangulate what’s genuinely catching player attention (rather than one-off nois…  ( 8 min )

Grant Horvat, George and Wesley Bryan are on a mission to make the cut at the 2012 U.S. Open at The Olympic Club, sharing all the highs, lows and honest banter as they tackle one of golf’s toughest tests. Will their swings, strategy and teamwork be enough to survive the 36-hole grind? Along the way they’ve hooked you up with every way to join the fun—newsletter, Discord crew, Twitch streams—and even dropped links (and discount codes) for their go-to gear, from launch monitors and rangefinders to hats, putters and gloves. Watch on YouTube  ( 6 min )

What Is the Dream Lord of the Rings Game? Rumor has it a new Lord of the Rings title is in development with an eye on competing with Hogwarts Legacy. To find out what fans really want from Middle-earth, Gamespot tapped LOTR guru Lucy James for her ideal game wishlist—from sprawling open-world exploration to epic storylines that capture Tolkien’s magic. Want all the juicy details? Check out the full Kurt & Lucy Gotcha Covered episode on YouTube. Watch on YouTube  ( 6 min )

This is the second post in our 3-part series on implementing Just-in-Time access. In case you missed it, you can find Part 1 here. In Part 1, we outlined the significant security risks of our "always-on" access model and introduced the blueprint for our new JIT architecture using AWS and Entra ID. Now, let's dive into the step-by-step plan we followed to bring this architecture to life. This phase was about laying the groundwork within our AWS Organization. First, we held workshops to discuss and agree upon the new AWS IAM Groups and Roles needed for different teams (e.g., Infra, Dev, Product). This ensured the new structure met business needs. We then built the core components in AWS. In our AWS Management Account, we created new IAM Identity Center Permission Sets at the organization …  ( 7 min )

Originally published at https://www.nocobase.com/en/blog/weekly-updates-20251016 Summarize the weekly product update logs, and the latest releases can be checked on our blog. NocoBase is currently updated with three branches: main , next and develop. main：The most stable version to date, recommended for installation; next：Beta version, contains upcoming new features and has been preliminarily tested. There might be some known or unknown issues. It's mainly for test users to collect feedback and optimize functions further. Ideal for test users who want to experience new features early and give feedback; develop：Alpha version, contains the latest feature code, may be incomplete or unstable, mainly for internal dev and rapid iteration. Suited for tech users interested in product's cutting-ed…  ( 8 min )

Setiap kali seseorang bilang ingin membuat bahasa pemrograman baru, reaksi pertama yang sering muncul adalah tawa kecil atau skeptisisme: “Untuk apa? Sudah ada Python, Rust, Go, JavaScript,PHP, Java, C , C++ dan ratusan lainnya.” Kita hidup di era di mana hampir semua kebutuhan pengembangan sudah punya alatnya. Ada framework untuk setiap gaya berpikir, ada library untuk setiap masalah, bahkan ada AI yang bisa menulis kode lebih cepat dari manusia. Jadi, muncul pertanyaan yang wajar: kenapa masih ada orang yang merasa perlu membuat bahasa pemrograman baru? Rasa Tidak Cukup” Setiap developer pasti pernah merasakan momen di mana mereka tidak puas dengan cara sebuah bahasa memaksa mereka berpikir. Bukan karena bahasanya jelek, tapi karena cara berbahasa itu tidak lagi terasa alami. Kita ter…  ( 7 min )

I Automated SORA 2 Video Generation with N8N - Here's the Complete Technical Guide I spent 48 hours building a complete automation system for OpenAI's SORA 2 video generation API. This isn't another polished demo - I'm sharing the real build, including the bugs, API errors, and debugging sessions. TL;DR: Built a production-ready SORA 2 automation pipeline using N8N, Discord webhooks, and MCP. Generate videos on demand, handle failures gracefully, and scale to hundreds of videos per day. Watch the full video tutorial (46 min): https://youtu.be/c7xZb556RkI A complete automation workflow that: Accepts video prompts via web form or webhook Generates videos automatically using SORA 2 API Handles completion, failure, and in-progress states Sends Discord notifications at each step Supports land…  ( 10 min )

Mina Rich Editor: a block-based rich text editor built with React, Tailwind CSS, and shadcn/ui components. It gives you everything you need for a modern content editing interface in your applications. Features: 📝 Rich text formatting with bold, italic, underline, and combined styles 📊 Full-featured tables with drag-to-reorder columns and rows 🖼️ Image uploads with grid layouts and multi-select functionality ⌨️ Keyboard shortcuts for efficient editing 🎨 Unlimited styling with custom Tailwind CSS classes 🔗 Link support with a modern popover interface 📤 Clean HTML export with all formatting preserved 🌓 Dark mode support built in 🎯 Nested blocks for organizing related content 🔄 Full undo and redo history management 👉 Blog Post 👉 GitHub Repo 👉 Live Demo  ( 6 min )

起因 Qlib的基本入门用法，然后进一步深入，发现里面有很多的模型、算法等。那么今天就先以QuickStart的LightGBM入手，来详细了解一下吧。 代码：https://github.com/microsoft/LightGBM 《LightGBM: A Highly Efficient Gradient Boosting Decision Tree》 链接 作者：Guolin Ke¹, Qi Meng², Thomas Finley³, Taifeng Wang¹, Wei Chen¹, Weidong Ma¹, Qiwei Ye¹, Tie-Yan Liu¹ ¹微软研究院，²北京大学，³微软雷德蒙研究院 会议：第31届神经信息处理系统大会（NIPS 2017），美国加州 梯度提升决策树Gradient Boosting Decision Tree（GBDT）是一种流行的机器学习算法，拥有如 XGBoost 和 pGBRT 等高效实现。尽管这些实现采用了许多工程优化，但==在特征维度高、数据量大==的情况下，其效率和可扩展性仍不尽如人意。一个主要原因是：对于每个特征，它们需要扫描所有数据样本来估计所有可能分裂点的信息增益，这一过程非常耗时。 为解决这一问题，我们提出了两种新技术：基于梯度的单边采样Gradient-based One-Side Sampling（GOSS） 和 互斥特征捆绑Exclusive Feature Bundling（EFB）。GOSS 通过==排除大量梯度较小的==样本，仅使用剩余样本估计信息增益。我们证明，由于大梯度样本在信息增益计算中起更关键作用，GOSS 能在数据量大幅减少的情况下仍保持较高的估计精度。EFB 则==将互斥特征（即几乎不会同时取非零值的特征）捆绑在一起，减少特征数量==。我们证明，寻找最优的互斥特征捆绑问题是…  ( 7 min )

The "Now What?" Moment for Every Discord Bot Developer You just built an awesome Discord bot with discord.py or discord.js. It runs perfectly on your local terminal, responding to your every command. Now comes the soul-searching question: How do I get this thing online 24/7 for my community? You start exploring the options, but every path seems to have an unbearable trade-off: Option A: Run it on your own computer? The moment your laptop goes to sleep, the bot goes offline. If your internet blips, the bot disconnects. This is obviously not a long-term solution. Option B: Buy a cheap VPS? A fixed cost of $5-10/month isn't nothing for a side project. Plus, you now have to configure the server, manage the process (with pm2 or systemd?), handle security updates... Suddenly, you'r…  ( 9 min )

The recent release of Claude Haiku 4.5 marks a significant evolution in the landscape of large language models (LLMs) and generative AI. Developed by Anthropic, Claude Haiku 4.5 aims to enhance usability and performance while maintaining the ethical considerations that characterize its predecessors. This model not only improves upon the foundational architecture but also introduces features that allow developers to integrate sophisticated AI capabilities into their applications with greater ease. As we delve into this comprehensive guide, we'll explore the technical underpinnings of Claude Haiku 4.5, its implementation strategies, and practical applications that can empower developers to leverage its capabilities effectively. At its core, Claude Haiku 4.5 builds upon the transformer archit…  ( 8 min )

Beautiful new music making environment! (GRM Atelier) Andrew Huang gets early access to GRM Tools’ new Atelier plugin, shares his hands-on review, and highlights its standout global features—think next-level modulation, deep audio generators, and creative processors. He walks through everything from the UI overview to the groundbreaking modulation system, then dives into the built-in synths and effects that make Atelier a powerhouse for experimental sound design. Whether you’re curious about modular workflows or you just want fresh ways to sculpt audio, Andrew’s walkthrough (featuring chapters on global features, modulation, generators, and final thoughts) shows why GRM Atelier could be the next big thing in your studio. Watch on YouTube  ( 6 min )

Indys Blu brings raw New Orleans soul to A COLORS SHOW, delivering a stirring performance of her single “Saddest Song” that weaves heartbreak with poetic reflection. You can catch her vibes on YouTube and keep the feels alive by streaming, following her on TikTok and Instagram, or diving into COLORS’ curated playlists. COLORSxSTUDIOS is all about that clean, minimal stage—spotlighting fresh, distinctive talent from around the world without any distractions, so the artist always takes center stage. Watch on YouTube  ( 6 min )

Ezra Furman brings raw energy to the KEXP studio with a live take on “Veil Song,” recorded August 13, 2025. Backed by Liz Furman (vocals, guitar), Ben Joseph (keys, guitar), Sam Durkes (drums), Jorgen Jorgensen (bass) and Lilah Larson (guitar), this performance feels like a secret headphone concert. Hosted by Cheryl Waters, engineered by Kevin Suggs, and mastered by Matt Ogaz, the session was captured by Jim Beckmann, Carlos Cruz, Scott Holpainen, Luke Knecht & Ettie Wahl, then edited by Carlos Cruz. Dive deeper at ezrafurman.com and kexp.org—or join the YouTube channel for exclusive perks! Watch on YouTube  ( 6 min )

Ezra Furman stormed the KEXP studio on August 13, 2025, with a raw, live take on “Submission.” Backed by Liz Furman (vocals, guitar), Ben Joseph (keys, guitar), Sam Durkes (drums), Jorgen Jorgensen (bass) and Lilah Larson (guitar), the band brought high-energy riffs and razor-sharp hooks while Cheryl Waters kept the vibes rolling. Behind the scenes, Kevin Suggs nailed the audio engineering, Matt Ogaz handled mastering, and five camera operators (Jim Beckmann, Carlos Cruz, Scott Holpainen, Luke Knecht & Ettie Wahl) captured every moment—Carlos Cruz piecing it all together in the edit. Stream it on KEXP.org or head to ezrafurman.com, and don’t forget to join the KEXP channel for extra perks! Watch on YouTube  ( 6 min )

When people ask me how to start learning DevOps or Cloud, I always say the same thing: “First, build a simple three-tier web app — even if it’s just a Hello World.” And they usually look confused. “Why? I want to be a DevOps engineer, not a web developer.” I get it — I said the same thing once. backend-focused web developer. Eventually, I moved into DevOps and Cloud Engineering — and that’s when I realized how much my development background saved me. Because here’s the truth: can become a DevOps engineer without learning web development — but you’ll never be an impactful one until you understand why things are built the way they are. Because when something breaks, they have no clue whether it’s an app problem, a config issue, or an architectural flaw. how to deploy, but not what they’re …  ( 8 min )

The release of Nuxt 4 marks a significant leap forward in the world of Vue.js and server-side rendering frameworks. With the introduction of a reimagined project structure, performance improvements, and refined developer experience, Nuxt continues to redefine modern web development. In this comprehensive guide, we’ll explore the major updates and architectural changes introduced in Nuxt 4, and why they matter for developers aiming to build faster, cleaner, and more maintainable web applications. 1. The New app/ Directory: A Unified Project Structure One of the biggest and most exciting updates in Nuxt 4 is the introduction of the app/ directory. Previously, folders like components, composables, layouts, middleware, pages, plugins, and files such as app.vue, error.vue, and app.config.ts l…  ( 9 min )

Docker volumes provide a way to store and share data generated by and used within containers. Unlike a container’s filesystem, which is lost when the container stops, volumes are designed for durability and ease of use. Check out my Youtube Channel where I post all kinds of content accompanying my posts, including this video showing everything in this post. Benefits of Docker Volumes: Data Persistence: Keeps data intact even after the container is removed. Sharing: Allows multiple containers to access the same data. Backup-Friendly: Simplifies data management and backups. The first step is to create a Docker volume. Use the following command to do so: docker volume create myvolume myvolume is the name of the volume you're creating. Docker handles where and how this volume …  ( 7 min )

Stop carrying the world on your shoulders. You don’t have to. Too many people believe everything rests on their shoulders. They carry the weight of deadlines, deliverables, and expectations as if asking for help is a sign of weakness. That mindset is wrong — and unsustainable. When you feel pressure, look up. Your leads and managers understand the same stress, often multiplied. They’re not there to judge; they’re there to support and help you navigate it. Talk to them. Share what’s heavy, causing the stress. levers — teammates, leaders, and tools that lighten the load. Before reaching out for help, spend focused time working through the problem. Write down: What the issue is What you’ve already tried What’s blocking you What do you think might help This prep sharpens your understandi…  ( 7 min )

Tip for devs: repurpose one video or tutorial across multiple platforms. Saves hours per week Increases reach Keeps your audience engaged Fun fact: Automation doesn’t replace devs… it gives you more time to build cool stuff. 😎  ( 5 min )

The process for finding high-security storage for a valuable art collection is like a terrible, undocumented, human-rate-limited API. You send a "request" (an email), wait an unpredictable amount of time for a "response," and the "data" you get back is unstructured and inconsistent. As developers, we saw this as a classic automation problem waiting for a modern solution. We decided to replace this broken, manual workflow with an AI agent. The Problem: A High-Friction, Opaque System Fragmented Data: Specs on climate control, security certifications (like TAPA), and insurance are spread across dozens of unstructured PDFs and websites. Complex Logic: The requirements for a classic car (space, fire suppression) are completely different from a 17th-century painting (humidity, temperature stabil…  ( 7 min )

🤔 The Problem You need to format JSON. What do you do? Google "JSON formatter" Click random site Deal with ads and slow loading Use tool Need something else? Start over... There had to be a better way. I built UtilCraft - all your everyday tools in one place. 🖼️ Image Resizer - Batch process, instant results 📝 JSON Formatter - Validate, format, minify 🔐 Password Generator - Cryptographically secure 🎨 Color Converter - HEX ↔ RGB ↔ HSL ↔ CMYK 📱 QR Generator - URL, WiFi, vCard ⚡ Base64 Encoder - Text & files 🔗 URL Encoder - Safe URL formatting 🆔 UUID Generator - Bulk generation 📊 Word Counter - Real-time stats 🧮 Calculator - Scientific mode 📏 Unit Converter - Length, weight, temp 📝 Markdown Editor - Live preview Quick mental breaks without leaving the site: 2048, Snake, Tetris, …  ( 7 min )

In an era where technological advancements are reshaping the landscape of software development, artificial intelligence (AI) has emerged as a game-changer. It's not just a buzzword; AI is transforming how we build, deploy, and maintain applications. In this article, we'll explore how developers can harness the potential of AI tools and frameworks to supercharge their workflows, enhance productivity, and deliver innovative solutions. The integration of AI into software development is akin to the introduction of the internet — it has opened up new avenues for creativity and efficiency. From automating routine tasks to predicting user behavior, AI is enabling developers to focus on what they do best: creating exceptional user experiences. The rapid evolution of AI technologies, coupled with …  ( 9 min )

📃 Índice ⏭️ Introducción Android iOS 🚀 Launch.json 📱 Launcher Icon 🖼️ Splash Screen firebase_options Google_services.json Google_service-info.plist Android iOS Android iOS Android iOS Ejecución Compilación ⏭️ Introducción En proyectos de desarrollo con múltiples clientes o entornos, es esencial contar con una estructura que permita manejar configuraciones diferenciadas sin duplicar el código base. En Flutter, esto se logra mediante Flavors, una técnica que facilita la administración de distintas versiones de una misma aplicación, ya sea para entornos de desarrollo (development, staging, production) o para clientes específicos. Esta guía es aplicable a cualquier proyecto Flutter que busque implementar flavors, tanto para entornos de desarrollo internos como para productos entregables a …  ( 17 min )

Title: OpenAI Introduces Lower-Cost Models to Compete with Meta, Mistral, and DeepSeek Introduction: In recent years, the development of open-weight models has become increasingly popular in the AI industry. Companies such as Meta, Microsoft-backed Mistral, and Chinese startup DeepSeek have all released their own open-weight models. However, OpenAI has recently introduced a new line of lower-cost models that are designed to rival these competitors. In this blog post, we will explore the features and capabilities of OpenAI's new models and how they compare to those of their competitors. Features and Capabilities: OpenAI's new line of lower-cost models is designed to provide users with a more affordable option for AI-powered applications. These models are based on the same technology as Op…  ( 7 min )

Ezra Furman on KEXP Ezra Furman takes over the KEXP studio in a stripped-down live set recorded on August 13, 2025, tearing through four tracks—“Jump Out,” “Submission,” “Veil Song,” and “Power Of The Moon.” Backed by Liz Furman (vocals, guitar), Ben Joseph (keys, guitar), Sam Durkes (drums), Jorgen Jorgensen (bass) and Lilah Larson (guitar), Ezra delivers raw, emotive performances that feel both intimate and electric. Hosted by Cheryl Waters and captured by a crack team of engineers (Kevin Suggs on audio, Matt Ogaz mastering) and camera pros (Jim Beckmann, Carlos Cruz, Scott Holpainen, Luke Knecht & Ettie Wahl), this session is a must-watch for anyone craving a no-frills, full-throttle glimpse into Furman’s fearless artistry. Watch on YouTube  ( 6 min )

Indigo De Souza brings “Be Like The Water” to life in a killer live session at KEXP, recorded August 31, 2025. Backed by Landon George on bass, Maddie Shuler on guitar, keys & vocals, and Lila Richardson on drums, she delivers her signature blend of raw vocals and guitar-driven energy. Hosted by Ashley McDonald and engineered by Kevin Suggs with mastering by Matt Ogaz, the session is captured through the lenses of Jim Beckmann, Carlos Cruz, Scott Holpainen & Emma Juncosa, and polished by editor Carlos Cruz. Dive in at indigodesouza.com or kexp.org, and don’t forget to join the YouTube channel for exclusive perks! Watch on YouTube  ( 6 min )

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GTreasury is Ripple’s third business acquisition in 2025, part of an expansion strategy that includes traditional financial companies and digital asset projects alike.

Representatives from Gemini, Ripple and Coinbase were reportedly in attendance at the fundraising dinner at the White House on Wednesday evening.

The investment deepens a16z’s exposure to Solana’s liquid staking ecosystem as US regulators begin clarifying how such products fit into securities law.

Retail Ether longs surged above 90%, but analysts warn of a potential reversal as technicals flash caution even as institutions keep buying the dip.

Daylight removes the high upfront cost of installing solar panels and batteries, which has impeded the adoption of solar energy.

Bitcoin investor sentiment slumps to a yearly low, but Bitwise says fear may signal a prime accumulation phase for BTC.

Ethereum lost between 46% and 60% of its value after similar bearish crosses in the past, and the same signal is flashing again this October.

Grayscale’s spot crypto ETFs bring regulated staking yields to mainstream investors, merging crypto rewards with traditional Wall Street exposure.

Bitcoin retested support levels under $110,000 as data showed smaller investors buying and whales cooling their extended BTC sell-off.

Fetch.ai CEO Humayun Sheikh accused Ocean Protocol of mishandling ASI tokens, pledging to fund class-action suits to “expose the truth.”

Babylon Labs says it has built a system using BitVM3 that allows native Bitcoin to be used as trustless collateral for borrowing on Ethereum, but its trustless design raises questions.

Targeting the first tokenized IPO launch in the first quarter of 2026, France’s Lightning Stock Exchange aims to become a fully tokenized equity exchange in Europe.

California’s new law states that abandoned Bitcoin can’t be immediately sold by the state, which may ease recovery and lower burdens on exchanges.

As $83 trillion passes to digital-native generations, wealth managers must embrace tokenization or watch capital find partners who will.

Zcash and Dash prices could make an XRP-style comeback as the privacy coin narrative is helping these older “dinosaur” coins break multi-year downtrends.

What’s the real tension in blockchain, total transparency or total privacy, and how do we unlock both?

BlackRock is expanding into the stablecoin market with a redesigned money market fund, compliant with the new GENIUS Act, to provide a secure reserve vehicle for issuers.

October’s crypto crash has reignited the “Wild West” narrative, but OKX and Standard Chartered are here to prove it’s not the case, OKX Europe’s Erald Ghoos said.

The memecoin market lost almost 40% in a day before slightly rebounding, as top tokens like DOGE and SHIB remained deep in the red.

Despite recent all-time highs and volatility, search interest for “Bitcoin” on Google remained low as the crypto sentiment index returned to “fear.”

The Trump family’s crypto ventures have generated over $1 billion in profit, led by World Liberty Financial and memecoins including TRUMP and MELANIA.

Everyday shopping, travel and luxury purchases are going digital. Here’s where BTC, ETH and XRP are accepted in 2025.

SEC Chair Paul Atkins said the US is a decade behind on crypto and that building a regulatory framework to attract innovation is “job one” for the agency.

After acquiring NinjaTrader for $1.5 billion, Kraken expands its derivatives offerings in the US with a $100 million acquisition of Small Exchange.

Shareholder Terry Tran filed a lawsuit against Semler Scientific and its board, accusing them of misleading shareholders about the financial fairness of their merger with Strive.

Bitcoin will need something new and shiny to drive it to fresh highs, as some analysts warn the asset could face a volatile month ahead.

Minister Tony Burke said the government won’t be pushing for an outright ban on crypto ATMs, but wants to provide AUSTRAC with the power to implement one under new draft laws.

Onchain data suggests that BitMine acquired 104,336 ETH, worth approximately $417 million, on Thursday, as prices fell 20% from their August highs, bringing its treasury to over 2.5% of the total supply.

Fat finger errors happen all the time, especially in traditional banking. The difference is that blockchain makes it transparent and immediately identifiable.

Brevis achieved 99.6% real-time proving of Ethereum blocks using consumer GPUs, marking a breakthrough toward scaling and phone-based validation.

Industry groups criticized the proposed stablecoin limits, arguing that they would stifle innovation and signal to the industry that the UK isn’t crypto-friendly.

Crypto executives have tipped Ether to rise as high as 200% by the end of the year, led by corporate Ether purchases, ETF accumulation and Ether locked in staking.

Regional banks are sharply lower on credit worries on Thursday, pulling broader markets and bitcoin down alongside.  ( 32 min )

The funding combines equity and project financing to connect DeFi capital with real-world electricity infrastructure  ( 31 min )

The bank isn’t committing to launching its own token — yet — but executives say it’s building systems that could support one if needed.  ( 32 min )

WisdomTree introduces Europe's first physically-backed Stellar exchange-traded product amid heightened competition in digital payments infrastructure.  ( 33 min )

Hedera’s HBAR token saw a dramatic 5% intraday swing as institutional investors drove heavy volatility, with early gains erased by late-session corporate liquidation pressure.  ( 33 min )

Crypto markets extended their steep losses Thursday as altcoins plunged and bitcoin tested key support, with derivatives data showing cautious sentiment amid fading liquidity.  ( 34 min )

Once hailed as a fast track to bitcoin accumulation, PIPE financing now faces scrutiny as companies struggle with cratering share prices.  ( 35 min )

The bounce from the recent leverage flush has failed for the moment.  ( 33 min )

Institutions are embracing stablecoin technology to cut costs, speed up settlement times, and unlock liquidity in a $150 trillion payments market.  ( 32 min )

The deal, pending regulatory approvals, would give Ripple access to large enterprise clients as it is building out financial services around its digital asset business.  ( 32 min )

The total market cap of the 14 U.S.-listed bitcoin miners that the bank covers rose 41% from the end of last month to a record $79 billion.  ( 31 min )

Coinbase Business, as the new service is called, will simplify vendor payments, eliminate chargebacks, and offer seamless API integrations.  ( 33 min )

Litecoin: A resilient digital asset. Explore its history, technical features, innovation, and why it endures as a key component of the crypto ecosystem.  ( 37 min )

Jito Foundation will use the funding to grow its validator technology, staking protocol, and developer tools on Solana.  ( 32 min )

The bank initiated coverage of the stock with a market outperform rating and a $50 price target.  ( 32 min )

The sale reflects "strong institutional confidence," the company said, with an unnamed investor also receiving an option to buy another 4.5 million shares  ( 31 min )

Regulation and new players are driving stablecoin momentum and paving the way for a new internet “money layer,” the broker said  ( 32 min )

Chainlink (LINK) gained 2.1% and Internet Computer (ICP) rose 1.8%, leading the index higher.  ( 27 min )

The acquisition will allow Figment to provide its clients with stronger data tools, including Rated's Explorer and data APIs.  ( 31 min )

Treasury companies that support Bitcoin-native infrastructure development early can gain an edge in an increasingly competitive market, argues Ark Labs’ Alex Bergeron.  ( 35 min )

MoonPay Commerce brings fast, low-cost crypto payments to merchants and developers worldwide, including powering Solana Pay on Shopify.  ( 31 min )

The token's recent addition to Coinbase's listing roadmap has failed to boost its price, but corporate treasury accumulation continues.  ( 33 min )

The slowdown in DAT demand could be a factor in the stall in bitcoin's bull run.  ( 33 min )

Kraken bought Small Exchange for $32.5 million in cash and $67.5 million in stock, IG announced on Thursday  ( 29 min )

With the ACRA submission complete, the exchange enters the implementation phase, or a period during which users will receive distributions and Recovery Tokens (RTs) under the scheme.  ( 32 min )

Your day-ahead look for Oct. 16, 2025  ( 40 min )

The payments giant’s latest report rebrands decentralized finance as “onchain finance” and positions Visa as the data and custody layer connecting banks to a $670B stablecoin credit market.  ( 32 min )

Bitfarms share price has soared over 315% year to date, due to AI/HPC pivot.  ( 31 min )

AUSTRAC said that the majority of high-value crypto ATM transactions were directly associated with scams or moving money to high-risk jurisdictions.  ( 31 min )

Long-term holders and whales continue to offload BTC as profit-taking intensifies and the four-year cycle narrative shows signs of weakening.  ( 31 min )

The Paris-based exchange has secured a distributed ledger technology license from French regulator ACPR.  ( 31 min )

BTC hovers close to the key support zone of $107K-$110K. The outcome here could set the stage for significant moves.  ( 32 min )

Analysts note that Bitcoin’s correlation with gold is at a multi-year high of 0.9, reinforcing the “digital gold” narrative as both assets move in tandem during geopolitical shocks.  ( 32 min )

Researchers will focus on vulnerabilities that could threaten fund safety or protocol solvency.  ( 31 min )

DOGE followed the broader market liquidation triggered by renewed U.S.–China tariff rhetoric, sliding 5% from $0.21 highs to settle at $0.20. President Trump’s proposed 100% tariff plan erased roughly $19B in crypto market value, sparking forced liquidations across majors.  ( 33 min )

The supply deluge was quickly reversed with burn mechanism.  ( 30 min )

Futures open interest collapsed 50% to $4.22B, signaling forced deleveraging as market makers cut risk exposure amid ongoing macro and regulatory uncertainty.  ( 31 min )

QCP Capital’s latest note says global markets are pivoting from rate sensitivity to liquidity dependence.  ( 32 min )

Anthropic launched a new capability on Thursday that allows its Claude AI assistant to tap into specialized expertise on demand, marking the company's latest effort to make artificial intelligence more practical for enterprise workflows as it chases rival OpenAI in the intensifying competition over AI-powered software development. The feature, called Skills, enables users to create folders containing instructions, code scripts, and reference materials that Claude can automatically load when relevant to a task. The system marks a fundamental shift in how organizations can customize AI assistants, moving beyond one-off prompts to reusable packages of domain expertise that work consistently across an entire company. "Skills are based on our belief and vision that as model intelligence continu…

One year after emerging from stealth, Strella has raised $14 million in Series A funding to expand its AI-powered customer research platform, the company announced Thursday. The round, led by Bessemer Venture Partners with participation from Decibel Partners, Bain Future Back Ventures, MVP Ventures and 645 Ventures, comes as enterprises increasingly turn to artificial intelligence to understand customers faster and more deeply than traditional methods allow. The investment marks a sharp acceleration for the startup founded by Lydia Hylton and Priya Krishnan, two former consultants and product managers who watched companies struggle with a customer research process that could take eight weeks from start to finish. Since October, Strella has grown revenue tenfold, quadrupled its customer bas…

Microsoft is fundamentally reimagining how people interact with their computers, announcing Thursday a sweeping transformation of Windows 11 that brings voice-activated AI assistants, autonomous software agents, and contextual intelligence to every PC running the operating system — not just premium devices with specialized chips. The announcement represents Microsoft's most aggressive push yet to integrate generative artificial intelligence into the desktop computing experience, moving beyond the chatbot interfaces that have defined the first wave of consumer AI products toward a more ambient, conversational model where users can simply talk to their computers and have AI agents complete complex tasks on their behalf. "When we think about what the promise of an AI PC is, it should be capab…

A new framework from Stanford University and SambaNova addresses a critical challenge in building robust AI agents: context engineering. Called Agentic Context Engineering (ACE), the framework automatically populates and modifies the context window of large language model (LLM) applications by treating it as an “evolving playbook” that creates and refines strategies as the agent gains experience in its environment. ACE is designed to overcome key limitations of other context-engineering frameworks, preventing the model’s context from degrading as it accumulates more information. Experiments show that ACE works for both optimizing system prompts and managing an agent's memory, outperforming other methods while also being significantly more efficient. The challenge of context engineering Adv…

Agents are the trendiest topic in AI today — and with good reason. Taking gen AI out of the protected sandbox of the chat interface and allowing it to act directly on the world represents a leap forward in the power and utility of AI models. The word “agent” has been used in different ways, however, and there have been some overheated claims about what agents can do. The rhetoric, the willful obfuscation and the rapid evolution of the field have left a lot of people confused. To cut through the noise, I’d like to describe the core components of an agentic AI system and how they fit together: It’s really not as complicated as it may seem. Hopefully, when you’ve finished reading this post, agents won’t seem as mysterious. Agentic ecosystem Although definitions of the word “agent” abound, I l…

This week we had some terrifying news from the World Health Organization: Antibiotics are failing us. A growing number of bacterial infections aren’t responding to these medicines—including common ones that affect the blood, gut, and urinary tract. Get infected with one of these bugs, and there’s a fair chance antibiotics won’t help.  The scary truth…  ( 16 min )

Used in aviation, book and claim offers companies the ability to financially support the use of SAF even when it is not physically available at their locations. As companies that ship goods by air or provide air freight related services address a range of climate goals aiming to reduce emissions, the importance of sustainable aviation…  ( 20 min )

This is today’s edition of The Download, our weekday newsletter that provides a daily dose of what’s going on in the world of technology. The race to make the perfect baby is creating an ethical mess An emerging field of science is seeking to use cell analysis to predict what kind of a person an embryo might…  ( 22 min )

You live in a house you designed and built yourself. You rely on the sun for power, heat your home with a woodstove, and farm your own fish and vegetables. The year is 2025.  This is the life of Marcin Jakubowski, the 53-year-old founder of Open Source Ecology, an open collaborative of engineers, producers, and…  ( 34 min )

Consider, if you will, the translucent blob in the eye of a microscope: a human blastocyst, the biological specimen that emerges just five days or so after a fateful encounter between egg and sperm. This bundle of cells, about the size of a grain of sand pulled from a powdery white Caribbean beach, contains the…  ( 55 min )

Sucking carbon pollution out of the atmosphere is becoming a big business—companies are paying top dollar for technologies that can cancel out their own emissions. Today, nearly 70% of announced carbon removal contracts are for one technology: bioenergy with carbon capture and storage (BECCS). Basically, the idea is to use trees or some other types…  ( 21 min )

Machine learning lineage is critical in any robust ML system. It lets you track data and model versions, ensuring reproducibility, auditability, and compliance. While many services for tracking ML lineage exist, creating a comprehensive and manageabl...  ( 22 min )

Miro and Figma are online collaborative canvas tools that became very popular during the pandemic. Instead of using sticky notes on a physical wall, you can add a virtual post—and an array of other things—to a virtual canvas. This lets teams collabor...  ( 9 min )

As promised by the brand, the Oppo Find X9 Pro is finally being announced, and with that, I am able to talk about the phone at some length. I say at length because, as per the brand’s usual NDAs and list of embargoes, there are details that I’m not allowed still not allowed to share. […] The post Oppo Find X9 Pro Hands On: Pushing The Boundaries Of Mobile Photography appeared first on Lowyat.NET.  ( 37 min )

Zack Nelson, otherwise known as JerryRigEverything (JRE) on YouTube, recently subjected the Google Pixel 10 Pro Fold to a series of extreme durability test, as part of his usual teardown of devices. Unfortunately for the foldable (or Zack, maybe?), the foldable folded under pressure, the battery bloating up and going up in a cloud of […] The post Google Pixel 10 Pro Fold Battery Blows Up During Teardown appeared first on Lowyat.NET.  ( 34 min )

The Ministry of Investment, Trade and Industry (MITI) and the Ministry of Finance (MOF) are currently in discussions to establish new incentives to encourage the adoption of electric vehicles (EVs) in the local scene. This was confirmed by Tengku Datuk Seri Zafrul Abdul Aziz, Minister of Investment, Trade and Industry. He also added that the […] The post MITI, MOF Discussing Alternative Incentives For EV Adoption appeared first on Lowyat.NET.  ( 33 min )

From the release of the brand’s new smartphone series to teasing a concept phone that is to come, to say it’s a big day for HONOR would be quite the understatement. Well, it’s just going to get bigger, as the Chinese consumer electronics brands have just debuted the HONOR MagicPad3 Pro 13.3 or simply known as the […] The post HONOR MagicPad3 Pro Launches in China appeared first on Lowyat.NET.  ( 34 min )

The Ministry of Transport (MOT) has confirmed that it will take enforcement action against Malaysia Airports Holdings Bhd (MAHB) following a string of technical disruptions affecting the Kuala Lumpur International Airport (KLIA) aerotrain system. Transport Minister Anthony Loke Siew Fook told the Dewan Rakyat today that the Land Public Transport Agency (APAD), which regulates all […] The post MOT To Take Action Against MAHB Over Repeated KLIA Aerotrain Failures appeared first on Lowyat.NET.  ( 34 min )

PLUS Malaysia Berhad (PLUS) has confirmed that the 50% toll discount will be applicable from 18 October to 19 October 2025. The toll discount, in conjunction with the upcoming Deepavali celebration, was announced by Prime Minister Datuk Seri Anwar Ibrahim last week as part of the Budget 2025 tabling. According to the highway concessionaire, the […] The post Deepavali 50% Toll Discount From 18 To 19 October 2025 appeared first on Lowyat.NET.  ( 35 min )

Carabat AI, a homegrown smart lifestyle solutions provider, has recently launched its first customer experience outlet at Sunway Avila Avenue, Wangsa Maju. Officiating the the opening ceremony yesterday was Datuk Johan Pahlawan Lela Perkasa Sitiawan Datuk Muhammed Abdullah. The new outlet serves as an interactive space for visitors to explore a variety of AI-powered home […] The post Homegrown Tech Brand, Carabat AI, Opens First Outlet In Wangsa Maju appeared first on Lowyat.NET.  ( 36 min )

Ever since I laid my hands on the first ASUS ROG Ally all those years ago, my Steam Deck, sadly, has been treated as the neglected stepchild. I’m not proud of it, but I fear the situation is only going to intensify with the arrival of the Xbox Ally X in my lab. So, let’s […] The post ASUS ROG Xbox Ally X Hands On: It Has Xbox DNA, But… appeared first on Lowyat.NET.  ( 40 min )

Fujifilm recently launched a new hybrid instant camera. Dubbed the instax mini LiPlay+, it serves as an update to the mini LiPlay launched back in 2019. Naturally, it gets some new features, including an extra camera meant for taking selfies. Design-wise, the compact camera sports a boxy and textured body, with two colour options including […] The post The New Fujifilm instax mini LiPlay+ Features A Selfie Camera appeared first on Lowyat.NET.  ( 34 min )

Apple has shaken things up a bit with this year’s batch of smartphones, with the introduction of a brand new model. I’m, of course, referring to the iPhone Air. This super slim addition to the tech giant’s iPhone lineup was the subject of plenty of rumours ahead of its release. And now that it’s finally […] The post iPhone Air Review: Strangely Mundane appeared first on Lowyat.NET.  ( 47 min )

Following the vivo X300 series launch event, we were loaned a unit of the Pro variant for a day. The whole of said day also involves going around Shanghai and taking in the sights of the city. Which means that this hands on will be a bit more camera-orientated than the usual. That being said, […] The post vivo X300 Pro Hands On: Two Frontiers, One Phone appeared first on Lowyat.NET.  ( 38 min )

Spy images of the facelifted 2026 Zeekr 7X have surfaced on Weibo. The images reveal several exterior updates while maintaining the car’s signature futuristic styling. The updates start at the front, where a reshaped lower bumper sports a more dynamic and aggressive appearance. At the rear, the licence plate section has been repositioned higher, while […] The post 2026 Zeekr 7X Spotted In China; Facelifted Model Reveals Design Tweaks appeared first on Lowyat.NET.  ( 35 min )

In conjunction with the official Chinese launch of the Magic8 and Magic8 Pro smartphones, HONOR teased an upcoming device called the Robot Phone. Though the concept device is still a long way away from being fully unveiled next year, the consumer tech company has provided a teaser video of what to expect. Immediately stating the […] The post HONOR Teases “Robot Phone” With AI Gimbal Camera appeared first on Lowyat.NET.  ( 17 min )

HONOR has officially launched the Magic8 series in its home market, succeeding last year’s Magic7 lineup. Featuring a base model and a Pro variant, the phones come with a new AI button that serves as a shortcut for the brand’s YOYO AI assistant. Starting with the regular Magic8, the device sports a 6.58-inch OLED LTPO […] The post HONOR Magic8 Lineup Debuts In China With MagicOS 10, Dedicated AI Button appeared first on Lowyat.NET.  ( 36 min )

Subaru has unveiled its line-up for the upcoming Japan Mobility Show (JMS), featuring six models in total. Among them, the standout is the electric iteration of the legendary STI badge, the Performance-E STI Concept. According to the automaker, this battery electric vehicle (BEV) concept embodies the future of Subaru’s performance segment. From the official images, […] The post Subaru Teases E-STI EV For Japan Mobility Show 2025 appeared first on Lowyat.NET.  ( 33 min )

It has been a good while since Razer touched its webcam lineup of products after the release of its Razer Kiyo Pro webcam. Now, after a few good years, the gaming brand is finally updating its webcam series with two new additions called the Kiyo V2 and Kiyo V2 X. Starting with the leaner Kiyo […] The post Razer Launches Kiyo V2 Webcams; Starts From RM469 appeared first on Lowyat.NET.  ( 34 min )

Elon Musk-owned social media platform X will be internally testing new transparency tools that reveal more details about user accounts, including their country of origin. The initiative, led by X’s Head of Product Nikita Bier, aims to help users better assess the credibility and authenticity of accounts, particularly as bots and anonymous operators become more […] The post X To Test Country-Of-Origin Labels And Account Transparency Features appeared first on Lowyat.NET.  ( 34 min )

Once upon a time, Maxis unveiled MIRA for its Concept Store in The Gardens Mall. The earlier this year, the telco introduced Mia, the generative AI for B2B clients powered by AWS tech. More recently, the telco announced Miya instead for the average customer. Standing for “Maxis Intelligence, Your Assistant”, Miya is “built using Google […] The post Maxis’ Mobile App Now Has Miya, The Telco’s Generative AI Assistant appeared first on Lowyat.NET.  ( 33 min )

Just earlier this week, we’ve seen claims of Apple unveiling its new M5 chip, and refreshing hardware with the base model of said chip. The claim turns out to be accurate after all, as the iPad Pro has been given such a refresh. The new chip, according to the bitten fruit brand, means an AI […] The post Apple Unveils iPad Pro Refresh; Now With M5 Chip appeared first on Lowyat.NET.  ( 34 min )

Apple has quietly unveiled the new 14-inch MacBook Pro, this time powered by its latest M5 processor. The laptop marks a subtle yet strategic update for the company, where it introduces the new chip through its entry-level Pro model first, rather than alongside higher-end variants like the M5 Pro or M5 Max. The latter two […] The post Apple Launches 14-Inch MacBook Pro With New M5 Chip; Starts From RM6,999 appeared first on Lowyat.NET.  ( 35 min )

Apple has officially introduced its newest M-series processor, the M5. Built on third-generation 3nm technology, the new chip focuses on improvements in terms of AI performance. Of course, this shouldn’t come as a surprise, seeing as it is the current trend. Either way, the M5 features a 10-core CPU consisting of six efficiency cores and […] The post Apple Announces M5 Chip With Upgrades To AI Performance appeared first on Lowyat.NET.  ( 33 min )

Amazon Elastic Kubernetes Service (EKS) Security Groups for Pods is a powerful feature that enables fine-grained network security controls at the pod level. This guide walks you through implementing this feature, from initial cluster setup to testing...  ( 40 min )

When you’re building an application, not all users should have the same level of access. For example, an admin might be able to update or delete some data (logs excluded), while a regular user should only be able to read it. This is where Role-Based ...  ( 9 min )

OpenAI recently introduced ChatGPT Apps, powered by the new Apps SDK and the Model Context Protocol (MCP). Think of these apps as plugins for ChatGPT: You can invoke them naturally in a conversation. They can render custom interactive UIs inside Ch...  ( 8 min )

MCP is the standard rule set that allows AI agents, like GitHub Copilot and Gemini, to securely and intelligently interact with your databases, functions, and applications. We just published a course on the freeCodeCamp.org YouTube channel that will ...  ( 3 min )

Go makes it easy to build APIs that are fast out of the box. But as usage grows, speed at the language level is not enough. If every request keeps hitting the database, crunching the same data, or serializing the same JSON over and over, latency cree...  ( 8 min )

Amazon Bedrock AgentCore is a managed service that makes it easier to build, deploy, and operate AI agents securely at scale on AWS. It works seamlessly with frameworks like Strands Agents, LangGraph, CrewAI, and LlamaIndex, while taking care of the ...  ( 6 min )

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Em 48:00 Pergunta de Adolfo Neto: O que você acha do valor que se dá ao Qualis na ciência brasileira? Resposta de Guilherme Travassos: Se eu pudesse ser bastante explícito e curto, eu diria que o Qualis se transformou numa doença, numa catarse coletiva. E qual é o motivo disso? Bom, quando a gente implantou o Qualis – e quando eu falo "a gente", é coletivo, obviamente eu participei das discussões iniciais – a intenção era poder ter um referencial coletivo. Vou repetir de novo, coletivo, de produção, que pudesse servir para realizar alguma comparação entre GRUPOS de pesquisa. Então, o Qualis olha para trás, vê o que é que o pessoal fez, equaliza isso para trás e depois faz uma comparação. É como se fosse quase que uma tentativa de normalização. Perfeito. A ideia é boa enquanto vai até esse …  ( 7 min )

Importing Excel files into MATLAB is a common task for engineers and data scientists who need to perform data analysis, visualization, and mathematical modeling. In 2025, with the latest updates to MATLAB and Excel, this process remains efficient and user-friendly. Here, we provide a step-by-step guide to importing Excel files into MATLAB, which will be helpful for beginners and experienced users alike. Before importing, ensure that your Excel file is formatted correctly: Check the Data Range: Ensure that your data is within a proper range, without any unnecessary empty rows or columns. Data Labels: Include headers in the first row for better data recognition once imported. File Formatting: Save your Excel file in .xlsx format as it supports better functionality with MATLAB. Launch MATLAB …  ( 7 min )

The task is to implement a Node Store, which supports DOM elements as keys. The boilerplate code class NodeStore { /** * @param {Node} node * @param {any} value */ set(node, value) { } /** * @param {Node} node * @return {any} */ get(node) { } /** * @param {Node} node * @return {Boolean} */ has(node) { } } To use DOM elements as keys, we use a WeakMap. It is designed specifically for this kind of task because its key must be objects, and it automatically removes entries when the key object is no longer in memory, preventing memory leaks. The first step is to initialize a new WeakMap to store mappings between nodes and values. this._store = new WeakMap() The set method adds a new entry to the store. It takes the DOM node and any other value and saves the mapping in the WeakMap. set(node, value) { this._store.set(node, value) } The get method retrieves the value associated with a given node get(node) { return this._store.get(node) } The has method checks whether a particular node exists as a key in the store has(node) { return this._store.has(node) } There's no need to check for invalid inputs because WeakMap automatically adds that. The final code is: class NodeStore { constructor() { this._store = new WeakMap() } set(node, value) { this._store.set(node, value) } get(node) { return this._store.get(node) } has(node) { return this._store.has(node) } } That's all folks!  ( 6 min )

Roast My Code: IA que revisa tu código con humor y brutalidad Como desarrolladores, todos hemos pasado horas depurando código y corrigiendo errores que parecían invisibles. ¿Y si pudieras recibir un feedback honesto, rápido y hasta divertido de tu código sin tener que esperar a que alguien más lo revise? ¡Aquí es donde entra Roast My Code! 🔥 Roast My Code es una herramienta web que utiliza inteligencia artificial para analizar tu código y darte: Correcciones automáticas. Feedback brutalmente honesto. Sugerencias prácticas y fáciles de entender. Un toque de humor para que no te frustres mientras aprendes. Todo esto en tiempo real, directamente en tu navegador. Escribes tu código en el chat de la página. Elegís el modo de revisión (desde “savage” hasta más suave 😉). La IA revisa tu código y te entrega: Errores línea por línea. Scores de desempeño y legibilidad. Consejos claros y divertidos para mejorar. No importa si tu código es Python, JavaScript o cualquier otro lenguaje: Roast My Code está diseñado para darte feedback útil y entretenido. ✅ Mejora tu productividad: optimiza tu código más rápido. ✅ Aprende buenas prácticas mientras recibís feedback. ✅ Ideal para programadores chilenos y de toda Latinoamérica. ✅ Divertido y educativo: convierte el code review en algo entretenido. Si quieres probarlo, puedes hacerlo aquí: 🌐 Roast My Code ¡No esperes más para que tu código reciba un roast brutalmente honesto! 👊 PD: Si te gusta, compartí tu experiencia y ayuda a otros devs a descubrir Roast My Code.  ( 6 min )

Getting Started with Strands Agents: A Beginner-Friendly Guide Introduction In May 2025, AWS released Strands Agents, an open-source SDK that makes it easier to build autonomous AI agents. Instead of wiring up complex flows, Strands uses a model-first approach: the language model plans, reasons, and calls tools. You focus on three things: a model, a prompt, and a set of tools. This post explains what that means, when to use it, and how to spin up a simple chatbot. Traditional agent frameworks (e.g., LangChain, Semantic Kernel) let you connect LLMs to tools but often require you to design the workflow (chains/graphs, branching, retries). when to call a tool how to combine tools how many steps to take when to stop Although built by AWS, Strands can run with multiple providers (e…  ( 8 min )

Hacktoberfest is already in full swing, and we’re excited to announce that InsForge is officially joining the celebration for the first time. We’ve prepared a special set of InsForge merch to recognize contributors who help shape the open source backend for AI coding agents. This Hacktoberfest, we’re focusing on builders who want to shape the future of AI-assisted development. By joining, you can: Shape the foundation for how AI agents build and deploy real apps Learn how to connect AI tools to production-ready backends Collaborate with a fast-growing community of builders pushing the limits of AI-assisted coding Earn exclusive InsForge merch Visit our GitHub Issues Pick something that interests you — SDK templates, documentation, dashboard UX, MCP, or integrations Submit a pull request when you’re ready Join our Discord community if you have questions or need help getting started No prior experience is required. Every contribution, no matter how small, helps another developer build faster. Open source works because people care enough to build together. If that sounds like you, this is your moment to jump in: Start contributing → https://github.com/insforge/insforge Join the community → https://discord.gg/insforge  ( 6 min )

liner notes: Professional : Had a couple of meetings today. There was no movement on the expense report I submitted almost 2 weeks ago. It's amazing! I have to ask for an update and miraculously my report is approved and sent for payment. Basically. every. time. They kicked back one of the expenses and I went back and forth with them on it. I submitted the expenses for the Barcelona trip, so we'll see what happens. I'm thinking I'll have to send an email in a week. haha. I also helped out with getting a demo ready for a presentation. I applied for a company credit card. Not much coding. Personal : Last night, I went through Bandcamp and picked what projects I'll purchase this week. I also updated my travel website with the last couple of posts. Don't really remember what else I did. So... I'm sick. I've been sneezing all day and been very fatigued. I need a break. Got some news that some folks I reached out to and sent some samples want to get a quote for an order. That was a cool surprise. I need to respond. Now that I'm more experienced with 3D modelling and got some new equipment since back then, I want to recreate the samples. Going to work on new models and print some prototypes tomorrow. The stuff I ordered last night should be coming soon. Looking forward to taking them apart and see how I can implement them into some product ideas. Have a great night! peace piece https://dwane.io / https://HIPHOPandCODE.com  ( 6 min )

Last week, I tried to create a CodeSandbox demo for my npm package. It failed. I tried to create a demo on https://playcode.io/typescript and it failed again. The error message? ENOSPC: no space left on device I stared at my screen, confused. Then I checked the package size. 324MB. 😱 For context, React is about 6KB minified. My simple postal code lookup library was somehow 54,000 times larger. Here's the story of how I accidentally shipped a massive package to npm, how I fixed it, and what I learned building zero-dependency lookup libraries that are now used by developers worldwide. It started with a simple need: I wanted to validate US ZIP codes in a React app. "Easy," I thought. "There must be dozens of npm packages for this." I was right - there were dozens. But each had issues: ❌ Som…  ( 11 min )

Modern web and mobile applications rely on clean, well-structured APIs to exchange data. One of the most popular ways to build these APIs is the RESTful (Representational State Transfer) architecture — a simple yet powerful pattern for client-server communication over HTTP. In this article, we’ll walk through what RESTful services are, why they matter, and how to design one using PHP and JavaScript examples. A RESTful service is an architectural style that uses standard HTTP methods to interact with resources on a server. Each resource — for example, a house, user, or order — is identified by a unique URI (Uniform Resource Identifier), and the client performs actions using HTTP verbs like: Method Meaning GET Retrieve data POST Create new data PUT / PATCH Update existing d…  ( 8 min )

This guide shows how to use VoltAgent — a TypeScript framework for creating agents, MCP servers, and workflows — to deploy an MCP (Model Context Protocol) server and connect it to ChatGPT Apps using the Apps SDK. It demonstrates how to go from setup to a working ChatGPT-connected app step by step. OpenAI recently introduced ChatGPT Apps — a new framework that allows developers to build and publish their own tools and services directly inside ChatGPT. Using the Apps SDK, you can connect APIs, workflows, and MCP servers to ChatGPT, turning them into interactive applications that users can access directly from the chat interface. ChatGPT Apps are the next evolution of the MCP (Model Context Protocol) ecosystem. They allow developers to define capabilities through tools, resources, and prompts…  ( 9 min )

Embora esses dois tipos de memórias se refiram a formas diferentes de alocar e gerenciar dados durante a execução de um programa, entender como funcionam ajuda a prever o desempenho e possíveis comportamentos inesperados do código em desenvolvimento. O compilador tem acesso direto à stack memory, já que ela é usada para armazenar variáveis locais e dados cujo o tamanho é conhecido em tempo de compilação (significa que o compilador sabe exatamente quantos bytes aquele dado vai ocupar antes do programa começar a rodar, ou seja, o tamanho da variável é fixa e previsível), o que garante maior eficiência. Por outro lado, a heap memory é utilizada para armazenar dados que precisam permanecer acessíveis além do escopo atual ou cujo o tamanho só é conhecido em tempo de execução. Nela ficam os valo…  ( 9 min )

Docker has changed how we build, share, and deploy software. It’s hard to imagine a modern developer workflow without it. But lately, more and more developers are asking a tough question: has Docker become too heavy for what we actually need? When Docker first appeared, its mission was simple — isolate applications in containers so you could “build once, run anywhere.” It made local setup easier, deployment smoother, and dependency conflicts practically disappear. For years, Docker felt like magic. You could clone a repo, run one command, and boom, your environment was ready. No more “it works on my machine” nightmares. But as projects — and Docker itself — have evolved, the story has changed. Let’s be honest: Docker today isn’t as lightweight as it once was. Between container orchest…  ( 7 min )

Ezra Furman rips through a live take of “Veil Song” at KEXP’s Seattle studio (recorded August 13, 2025), joined by Liz Furman on vocals/guitar, Ben Joseph on keys and guitar, Sam Durkes on drums, Jorgen Jorgensen on bass and Lilah Larson on guitar. Host Cheryl Waters keeps things rolling, while Kevin Suggs and Matt Ogaz handle audio duties and a five-camera crew (Jim Beckmann, Carlos Cruz, Scott Holpainen, Luke Knecht & Ettie Wahl) plus editor Carlos Cruz capture every moment. For more Ezra Furman goodness, head to ezrafurman.com or kexp.org—and don’t forget to join their YouTube channel for extra perks! Watch on YouTube  ( 6 min )

Ezra Furman rocked the KEXP studio on August 13, 2025, laying down a live version of “Submission.” Backed by Liz Furman (vocals, guitar), Ben Joseph (keys, guitar), Sam Durkes (drums), Jorgen Jorgensen (bass) and Lilah Larson (guitar), the session was hosted by Cheryl Waters, engineered by Kevin Suggs and mastered by Matt Ogaz. Five cameras—Jim Beckmann, Carlos Cruz, Scott Holpainen, Luke Knecht & Ettie Wahl—captured every moment, with Carlos Cruz also handling the edit. Dive deeper at ezrafurman.com or kexp.org, and join the YouTube channel for exclusive perks! Watch on YouTube  ( 6 min )

Indigo De Souza poured her heart into a live KEXP session, delivering a haunting rendition of “Be Like The Water” straight from their Seattle studio on August 31, 2025. Backed by Landon George (bass), Maddie Shuler (guitar/keys/vocals) and Lila Richardson (drums), she turns every chord into a confessional moment, captured by host Ashley McDonald and audio wizard Kevin Suggs, then polished by mastering guru Matt Ogaz. Shot by Jim Beckmann, Carlos Cruz, Scott Holpainen & Emma Juncosa (with Cruz also handling the edit), this performance feels intimate yet expansive. Dive deeper at indigodesouza.com or stream more KEXP magic at kexp.org—bonus perks await on her YouTube channel! Watch on YouTube  ( 6 min )

Indigo De Souza – “Not My Body” (Live on KEXP) Indigo De Souza takes over the KEXP studio with a raw, intimate live performance of “Not My Body,” laid down on August 31, 2025. She’s joined by Landon George on bass, Maddie Shuler handling guitar, keys, and backing vocals, and Lila Richardson on drums—all hosted by the ever-enthusiastic Ashley McDonald. Audio engineer Kevin Suggs captured the session, with Matt Ogaz on mastering duties to make sure every note hits just right. A four-camera setup (Jim Beckmann, Carlos Cruz, Scott Holpainen & Emma Juncosa) caught every riff, and editor Carlos Cruz stitched it all together for a seamless watch. Dive deeper into Indigo’s world at her official site or jump into KEXP’s channel for extra perks and exclusives! Watch on YouTube  ( 6 min )

Circles Around the Sun rolled into the KEXP studio on August 21, 2025, and tore through a fiery live version of “Hot Pursuit.” The four-piece—Dan Horne on bass, Mark Levyz on drums, Adam MacDougall on keys and John Lee Shannon on guitar—laid down some serious instrumental grooves under host Troy Nelson’s watchful ear. Behind the scenes, audio engineer Kevin Suggs, mixer Dan Horne and mastering whiz Matt Ogaz polished the sound, while a crack team of camera operators and editor Jim Beckmann made sure you caught every riff. Catch more from the band on their Bandcamp page or dive into the full performance at KEXP.org. Watch on YouTube  ( 6 min )

Circles Around the Sun teamed up with harpist/vocalist Mikaela Davis for a special live studio session at KEXP on August 21, 2025. They ran through three tunes—Hot Pursuit, After Sunrise, and Moonbow—backed by Dan Horne on bass, Mark Levyz on drums, Adam MacDougall on keys, and John Lee Shannon on guitar. Host Troy Nelson kept the vibes flowing while Kevin Suggs (audio engineer), Dan Horne (audio mixer), and Matt Ogaz (mastering) ensured every note sounded pristine. A crack team of five camera operators captured it all before editor Jim Beckmann wove the footage into the final cut. Craving more? Check out their music on Bandcamp or head over to KEXP.org, and don’t forget to join the YouTube channel for exclusive perks! Watch on YouTube  ( 6 min )

Silvana Estrada’s Bittersweet Tiny Desk Debut Veracruz-born Silvana Estrada brings that son jarocho spirit and ocean-deep emotion to her Tiny Desk performance, trading concert halls for an intimate setting with just her voice, a cuatro venezolano and a handful of musicians. Over the course of four songs—including the haunting “Como un Pájaro” and the hopeful “Good Luck, Good Night”—she weaves pain and beauty into something you can’t help but feel. Drawn from her latest album, Vendrán Suaves Lluvias, Estrada’s Tiny Desk set captures the grief of losing a friend and the strength it takes to heal. With a stellar cast—piano, cello da spalla, euphonium, trumpet and more—she bends her wounds into hope, proving that sometimes the smallest stages hold the biggest moments. Watch on YouTube  ( 6 min )

When artists don't write their own songs kicks off with a sweet 20% off deal on Brilliant’s annual premium plan, then dives into pre-order links for Noah LeFevre’s new book Century of Song at Barnes & Noble, Blackwells, Indie Bound, Amazon, Books-A-Million, Books Inc., and Chapters. If you’re digging the Polyphonic vibe, you can keep the tunes (and deep dives) coming by supporting on Patreon, following on Twitter, or joining the Polyphonic Discord community. Watch on YouTube  ( 6 min )

Finally…Breaking Down Kansas LIVE takes you inside Rick’s deep-dive on his favorite Kansas track, where he peels back the stems, teases apart the song structure and arrangement, and geeks out over all the musical choices that make the tune tick. Plus, there’s a flash deal on Rick’s Professional Guitar Collection—Quick Lessons Pro, The Arpeggio Masterclass, The Beato Book Interactive and the Ear Training Program—worth over $400, all yours for $89 until October 10th at midnight EST. Watch on YouTube  ( 6 min )

In this chat, Ron “Bumblefoot” Thal walks us through a career that’s taken him from gritty garage bands to rocking stages with Guns N’ Roses, all while carving out a singular solo path. He dives into the nuts and bolts of his playing style—think intricate finger­tapping, hybrid picking and tone­sculpting tricks that fuel his signature sound. Beyond the technical deep dive, Bumblefoot spills on his latest musical adventures, teasing new tracks, collaborations and live plans that prove he’s always pushing creative boundaries. If you’ve ever wondered how a guitar geek stays one step ahead, this interview is your backstage pass. Watch on YouTube  ( 6 min )

The livestream breaks down the exact music-theory concepts that transformed head-knowledge into real-time playing magic, letting you hear and apply each idea on the spot. You’ll see how understanding scales, intervals, and chord relationships can open up your fretboard in a whole new way. Plus, there’s a 50% off deal on The Scale Matrix (all 25+ scales) for the next two days—perfect if you want a quick shortcut to mastering your fretboard. Watch on YouTube  ( 6 min )

Everyone Is Bad At Chipping…Until They Learn This Everyone struggles with chip shots until they nail the technique. In his latest video, Danny Maude shows the basic setup for perfect chips from good lies, then walks you through adjustments for bare hard-pan, thick rough and even uphill/downhill lies—plus a slick tour-style trick used by Tiger and Rory. Ready to up your short game? Hit the link for the full lesson, grab the free practice plan, and join Danny’s community for weekly tips, drills and more golf goodness. Watch on YouTube  ( 6 min )

Hello, I'm Maneshwar. I'm working on FreeDevTools online currently building *one place for all dev tools, cheat codes, and TLDRs* — a free, open-source hub where developers can quickly find and use tools without any hassle of searching all over the internet. In the world of web performance, every kilobyte counts. Faster load times lead to happier users, better SEO rankings, and improved conversion rates. One of the most effective ways to shrink your website's footprint is through compression. For years, Gzip has been the reigning champion, but a newer contender, Brotli, has emerged, offering even better performance. But what exactly are they, what's the difference, and how do you ensure your static site, especially one built with Astro, is leveraging the best possible compression? Let's…  ( 10 min )

The WebSocket API makes it possible to open a two-way interactive communication session between the user's browser and a server. With this API, you can send messages to a server and receive responses without having to poll the server for a reply The WebSocket protocol is the underlying communication standard, while the WebSocket API is the interface that developers use in client-side applications (like web browsers) to leverage the capabilities of that protocol. The client and the server can communicate without the handshake. The communication needs to started by the client generally. WebSocket servers are used for real time communication (provide full duplex communication). It is persistent in nature, once connection made, it remains. Sockets are - In-build A library called Socket.IO It i…  ( 8 min )

The basics of Enums are explained pretty well here. My goal here is to go over some specific pitfalls and provide some insight into how things work under the hood, without diving into the nitty-gritty details of meta-classes. Python Enums are not some special language construct, they are made using Python tools available to us, and provided as part of the standard library. In fact, you could create your own Enum if you wanted to. To do that, you'd use metaclasses, which you can also see in the standard library implementation. For now, the takeaway is that Enums don't require any special syntax unlike in some other languages (for example, in c++ you'd use the reserved keyword enum or enum class), whereas is python you create them just like a class. An Enum is meant to be some limited set of…  ( 9 min )

Several PRs point to Vitest as Angular’s next test runner. But what does the team say officially? Mark Thompson clarifies. 🧪 Future Testing Frameworks The testing tooling situation in Angular is up for a change. This isn’t totally new. Back in Angular 16, the team introduced an experimental Jest mode - intended to be the alternative to Jasmine & Karma. Additionally, because Karma is deprecated, the plan has long been to replace it (or at least shift) with Web Test Runner or similar. That was the state in 2023, and it’s mostly the same as of Angular 20 (2025). The official tooling is still Jasmine & Karma. But the team is now looking at Vitest as another potential possibility — rather than Jest as previously communicated. Last week, a PR landed for migrating from Jasmine t…  ( 7 min )

I'm working on Macroscope - an understanding engine for your codebase. Macroscope uses ASTs to build a graph-based model of your entire codebase and connects with tools like Linear and JIRA to synthesize, summarize, and answer what’s actually happening in your code. (We also have a Slackbot that you can ask any question about your code!) We just launched and are offering a 2wk free trial. Would love for you to try it out and give me any feedback :) macroscope.com/  ( 6 min )

🚀 No Code? No Problem. Build Chrome Extensions with AI! 👋 Intro Have you ever had an idea for an app or Chrome extension that made you think: “This would be so useful!”… and then reality hit—you don’t actually know how to code it? Yeah, I’ve been there. I once had what I thought was a genius idea for a Chrome extension. I was excited—until I realized building one the traditional way means diving deep into JavaScript, JSON files, manifest versions, and a whole bunch of trial and error. Not exactly fun when you’re short on time. So, instead of banging my head against code, I tried something different: I asked AI chatbots to do the heavy lifting for me. With ChatGPT, I was able to generate working extensions from just a prompt. It felt like magic—until it wasn’t. Sometimes i…  ( 8 min )

The Complete Guide to Testing React & Next.js Applications with Cypress Why Cypress for React & Next.js Testing? Modern web applications built with React and Next.js require robust testing to ensure UI consistency, functional reliability, and optimal performance. While tools like Jest and React Testing Library handle unit and integration tests, Cypress.io excels in end-to-end (E2E) testing, offering: ✅ Real-time reloading & debugging ✅ Automatic waiting for elements ✅ Network request control & mocking ✅ Cross-browser testing support However, challenges like dynamic content, state management, and rendering issues can complicate testing. This guide covers best practices for testing React & Next.js apps with Cypress. npm install cypress --save-dev npx cypress open # Launch Cypress /c…  ( 9 min )

Core Technical Topics to Master in Cypress for Effective E2E Testing End-to-end (E2E) testing is a crucial part of modern web development, ensuring that applications work as expected from the user’s… End-to-end (E2E) testing is a crucial part of modern web development, ensuring that applications work as expected from the user’s perspective. Cypress has emerged as a leading tool for E2E testing due to its speed, reliability, and developer-friendly features. In this guide, we’ll explore the core technical topics you need to master in Cypress, including writing tests, best practices, and integrating Cypress into CI/CD pipelines. Cypress provides multiple ways to select DOM elements: cy.get() – Uses CSS selectors (e.g., cy.get('.btn')). cy.contains() – Finds elements by text content (e.g…  ( 8 min )

🧩 1. “What Is a Computer?” → Hardware vs Software Diagram Lecture Summary: Computer = electronic device that processes data. Hardware = physical parts. Software = instructions that tell hardware what to do. Types: desktops, laptops, servers, and smart devices. Connected Diagram: +----------------------+ | SOFTWARE | | (OS + Applications) | +----------------------+ | HARDWARE | | (CPU, RAM, Storage) | +----------------------+ DevOps Connection: In cloud servers (EC2, Azure VM), you select both hardware (CPU, RAM, Storage) and software (Ubuntu, Amazon Linux, etc.). As a DevOps engineer, you control both layers — for example, automating software setup on hardware with Ansible or Terraform. Lecture Summary: Power button, USB ports, HDMI, audio jacks, Ethernet port…  ( 11 min )

When I started as a backend developer, I thought I just needed to make things ‘work.’ Turns out, that mindset cost me a lot of time, bugs, and headaches. These are a few mistakes I made early on—and what I wish I had done differently. My first instinct was to build for the future. I'd read about microservices, message queues, and complex caching strategies, and I wanted to use them all. I was trying to make my simple CRUD application "scalable" before it even had a single user, adding layers of abstraction when a simple function would have done the job. A project that should have taken a week took over a month. The complexity was overwhelming. Debugging a simple request meant tracing it through multiple services and network calls. Instead of delivering a working product, I had built an int…  ( 10 min )

Conquering Cypress Test Failures: A Comprehensive Guide to Common Errors & Automated Reporting The build is red. Again. The build is red. Again. As a QA engineer or SDET, this is a familiar sight. While failed tests are often seen as roadblocks, they are, in fact, invaluable feedback loops. They tell us where our application breaks, where our assumptions are wrong, or where our tests need improvement. But sifting through dozens, or even hundreds, of failed test logs after a large Cypress run can be a daunting, time-consuming, and often frustrating task. “Was that a flaky element visibility issue, or did the API truly return a 500 error?” “Is this a critical login bug that blocks everything, or just a minor UI glitch?” Without structured analysis, these questions lead to manual digging, …  ( 14 min )

✅ DAILY NEWS ANALYSIS PIPELINE COMPLETED SUCCESSFULLY Summary of Results: 1. Duplicate Check: ✅ SUCCESSFUL - No duplicates found for AI/technology content in last 14 days 2. News Scanning: ✅ SUCCESSFUL - Found 1,231 total articles, selected top 10 most relevant AI/technology stories including: Goldman Sachs AI-driven job cuts AppFolio AI-native property management platform Bitdeer HPC/AI infrastructure expansion Contently AI content editing guidance 3. Analysis & Writing: ✅ SUCCESSFUL - Generated compelling blog post: Title: "AI's Double-Edged Sword: How Goldman Sachs Job Cuts and AppFolio's Breakthrough Signal the Future of Work" Word Count: 1,071 words Voice: Ian Khan's authoritative, future-focused style Focus: Future Readiness insights, AI transformation themes, exponentia…  ( 7 min )

You’ve seen it. The casual Instagram story from a Dubai balcony, the nonchalant tweet about a five-figure daily profit, the YouTube video breaking down a seemingly impossible online business. You’ve wondered if it’s real, and if it is, what machine is humming beneath the surface to generate that kind of income. The machine is real. It’s not about luck, and it’s not about stumbling upon a get-rich-quick secret. It’s a methodical, data-driven business model known as traffic arbitration. It’s the art and science of buying user attention in one place and selling it for a profit in another. Forget the surface-level hype. This is a deep dive into the engineering of digital advertising ROI. It’s a field where discipline, analysis, and strategic execution separate the fleeting amateurs from the es…  ( 12 min )

✅ INNOVATOR LISTICLE PIPELINE COMPLETED SUCCESSFULLY Summary of Results: 1. Innovator Listicle Generation: ✅ SUCCESSFUL - Generated comprehensive "World's Top Innovators" listicle: Industry Focus: Artificial Intelligence Number of Innovators: 10 leading professionals Word Count: 1,990 words Format: Each profile includes full name, role/company, and 100-200 word description of innovations and achievements 2. Publication: ✅ SUCCESSFUL - Published to WordPress with: Post ID: 30116 Status: Published URL: https://www.iankhan.com/worlds-top-innovators-in-artificial-intelligence-40/ Key Content Highlights: Featured Innovators & Their Breakthroughs: Dr. Demis Hassabis (Google DeepMind) - AlphaGo, AlphaFold protein folding, reinforcement learning Dr. Fei-Fei Li (Stanford)…  ( 7 min )

Backlinks play a crucial role in search engine optimization (SEO). They act as “votes of confidence” from other websites, signaling to search engines that your content is valuable. However, backlinks can change over time — they may get deleted, turned into “nofollow,” or come from low-quality domains. This is where backlink monitoring software becomes essential. Backlink Monitoring Software is a tool designed to track and analyze all backlinks pointing to your website. It automatically checks link status, anchor text, domain authority, and link quality to ensure that your backlink profile remains healthy and effective for SEO. With tools like this GitHub project, you can automate the process of detecting lost or broken backlinks — saving hours of manual effort. Detect Lost or Broken Links Monitor Link Quality this GitHub repo often include domain rating and spam score checks. Track Competitor Links Prevent SEO Penalties Automate Reporting this open-source tool, you can schedule regular reports that highlight link gains, losses, and domain changes. Key Features to Look For Real-time backlink tracking Email alerts for lost or broken links Integration with Google Search Console Anchor text analysis Toxic link detection Historical link data visualization Maintaining a healthy backlink profile is just as important as building one. Backlink monitoring software ensures that your SEO efforts don’t go to waste by keeping your links active, safe, and high-quality. To explore how such automation works or to use a free version, check out the open-source project here: https://github.com/lengoctam449-cloud/backlink-monitoring-software  ( 7 min )

Backlinks are the foundation of any successful SEO strategy. However, managing hundreds or even thousands of backlinks manually can quickly become overwhelming. That’s where a backlink management tool comes in. A backlink management tool, such as the one available on GitHub, helps website owners, marketers, and SEO professionals monitor, analyze, and maintain their backlink profiles efficiently. A backlink management tool is software designed to: Track existing backlinks – Know who links to your website and when. Analyze link quality – Identify which backlinks strengthen your SEO and which may harm it. Detect lost or broken links – Receive alerts when backlinks are removed or become inactive. Organize outreach and acquisition – Manage communication with potential link partners for future campaigns. Tools like the Backlink Management Tool centralize all your backlink data, saving you hours of manual tracking. Maintains Healthy Backlink Profiles Improves Search Rankings Monitors Competitor Strategies GitHub-based project, allow you to analyze competitor backlinks and find new opportunities. Streamlines Link Building Saves Time and Resources Key Features to Look For When using or building a backlink management system like this one, ensure it includes: Real-time backlink monitoring Toxic link alerts Domain authority metrics Exportable reports for clients or teams Integration with Google Search Console or analytics tools A backlink management tool is not just a convenience—it’s a necessity for maintaining a strong, healthy, and competitive SEO presence. Whether you’re managing a small business website or a large enterprise, automating backlink tracking and analysis can make a significant difference in your ranking strategy. You can explore the full code, setup instructions, and contribution guide on the official Backlink Management Tool GitHub repository.  ( 7 min )

TNG.sh: Architecture & Technology Stack TNG.sh combines modern programming languages and LLMs with proven developer tooling to create a seamless test generation experience. Core Engine – Built with High-Performance Systems Programming We experimented with C, C++, and Go before settling on Rust for its: ⚡ Speed – Lightning-fast parsing and analysis 🔒 Safety – Memory safety without garbage collection overhead 🔗 Strong integration – Excellent bindings with both Ruby and Python ecosystems Code Intelligence – Advanced Static Analysis We use advanced static code analysis with AST parsing to extract and analyze only what's necessary. Currently supporting: ✅ Ruby ✅ Python 🧪 JavaScript (in beta) Golang React js Test Generation – Fine-Tuned LLM Our fine-tuned, pre-trained LLM specializes …  ( 7 min )

Actually , No — the official Instagram Graph API does not provide access to DMs (Direct Messages) for personal or creator accounts. Here’s the breakdown: Official API (Meta’s Instagram Graph API) You cannot read, send, or manage DMs from this API. It only supports business accounts and mainly focuses on: Posts, Reels, and Stories management Insights and analytics Comments and mentions Hashtag search So, even if you explore the docs in this GitHub repo Unofficial or Private APIs Some developers use reverse-engineered private endpoints (like direct_v2/inbox/) to fetch DMs. Get your account banned or rate-limited Require session cookies or tokens from real devices Break anytime Instagram updates its backend Alternative Options If your goal is to automate communication, consider: Instagram Messaging API for Businesses via Meta’s WhatsApp Business Platform (requires Facebook Page + Instagram Business link) Using tools that simulate device behavior (see Instagram API Documentation repo for learning/testing, not production In summary: ✅ Official API — No DMs access ⚠️ Private API — Possible but risky 💡 Safer alternative — Use Meta’s Business Messaging API  ( 6 min )

Why Great Leaders Keep Reading The most successful leaders share one common habit: they never stop learning! In boardrooms from Silicon Valley to Tokyo, in startup offices and Fortune 500 headquarters, exceptional leaders consistently cite reading, as their primary source of fresh perspectives, innovative strategies, and personal growth. Leadership is not a static skill set that you master once and forget. The challenges facing today’s leaders—from navigating artificial intelligence integration to managing remote teams, from addressing climate change to building inclusive cultures—require continuous adaptation and learning. Books provide access to the collective wisdom of successful leaders, researchers, and thinkers who have grappled with similar challenges and emerged with valuable ins…  ( 12 min )

In his latest deep-dive, Andrew Huang gets early access to GRM Tools’ new Atelier environment and shows off its jaw-dropping global spectral transforms, modular modulation system, and all the audio generators/processors that come with it. He breaks the walkthrough into crisp chapters—from a quick overview of unique global features to a hands-on demo of the groundbreaking modulation matrix and final pros-and-cons wrap-up. Alongside the demo, Andy shouts out GRM for the preview, drops links to his own plugin, book, online course, Patreon and socials, and even timestamps everything so you can jump straight to your favorite features. If you’re into experimental sound design, this is your new playground. Watch on YouTube  ( 6 min )

Mastering Angular Component Testing: A Deep Dive with a “Back” Button and Cypress In the world of modern web development, creating robust and reliable user interfaces is paramount. Angular, with its powerful… In the world of modern web development, creating robust and reliable user interfaces is paramount. Angular, with its powerful component-based architecture, empowers developers to build complex applications.1 But how do we ensure these individual building blocks, our components, work flawlessly in isolation and as part of the larger system? The answer lies in effective component testing. This article dives into the art of professional Angular component testing using Cypress, focusing on a common UI element: a simple “Back” button. We’ll explore the best practices of separating your c…  ( 11 min )

Nono La Grinta, the Paris-based rapper known for his razor-sharp delivery, delivers an unfiltered, grit-laden performance of “LOVE YOU” on A COLORS SHOW. The track—teased as part of his upcoming debut project—sees him land every line with precision, backed by the signature minimalist stage that lets his raw energy shine. A renowned platform for breaking new talent, COLORS continues to showcase distinctive voices from around the world. If you’re craving more, you can catch nonstop streams, curated playlists and behind-the-scenes looks across their socials and 24/7 livestream. Watch on YouTube  ( 6 min )

Indys Blu, a New Orleans songstress, delivers a heart-wrenching, poetic performance of her single “Saddest Song” on A COLORS SHOW. Stripped-back instrumentation and a minimalist stage let her raw vocals and emotional storytelling take center stage. COLORSxSTUDIOS keeps the vibe going with 24/7 livestreams, curated “Feel” and “Move” playlists, and easy links to stream the full show. Follow Indys Blu on TikTok and Instagram, or dive into COLORS’ aesthetic music world via their shop, newsletter, and social channels. Watch on YouTube  ( 6 min )

Ezra Furman rips through “Veil Song” live in the KEXP studio (recorded August 13, 2025), backed by her tight crew—Liz Furman on vocals/guitar, Ben Joseph on keys/guitar, Sam Durkes on drums, Jorgen Jorgensen on bass and Lilah Larson on guitar—with Cheryl Waters keeping the vibe flowing as host. On the tech side, Kevin Suggs manned the audio, Matt Ogaz handled mastering, and a five-camera team led by Jim Beckmann (edited by Carlos Cruz) caught every electrifying moment. Dive deeper at ezrafurman.com or kexp.org, or join their YouTube channel for extra perks! Watch on YouTube  ( 6 min )

Over the past few years I have been working in multiple IT projects where the Docker platform was used to develop, ship and run applications targeting various industries. In addition, I have conducted many interviews and over the time I have noticed that many DevOps engineers do not pay enough attention to the details and essential elements of the platform. Therefore, I decided to collect and summarize information relevant to create optimal Docker images. I see five critical areas that are often overlooked or misused by developers. This is the first article related to this topic. Please see the full list of topics that will be covered below. Proper use of cache to speed up and optimize builds. Selecting the appropriate base image. Understanding Docker multi-stage builds. Understanding the …  ( 8 min )

Managing multiple social networks at once can be time-consuming and repetitive. Posting, scheduling content, responding to users, and checking statistics are all tasks that would take hours if done manually. *What is an SMM bot and what is its use? An SMM bot is a type of automated software that performs repetitive tasks related to social media management, such as: Automatically scheduling and publishing posts Collecting statistical data (number of likes, views, comments, etc.) Analyzing the performance of posts and accounts Managing content across multiple platforms in one place These bots are especially useful for brands, influencers, and digital marketing agencies, as they save time and increase order in content publishing. The general structure of an SMM automation bot Before writin…  ( 8 min )

Welcome back to the Cybersecurity Weekly series! In #4, we pitted Chrome vs Brave vs Firefox in the battle for privacy supremacy. In this edition, we’re shifting focus to a practical frontier: how freelancers can stay safe on public Wi-Fi in 2025. Working from cafés, airports, and coworking spaces is convenient — but also risky. Let’s break down what you need to know to protect your data, your clients, and your reputation. Before diving into countermeasures, it’s worth remembering why public networks are hazardous: Man-in-the-middle attacks (MitM): Hackers intercept data between your device and the network. Evil twin hotspots: Malicious networks mimicking legitimate Wi-Fi names. Unencrypted traffic: Websites or services not using HTTPS leave data exposed. Device-to-device attacks: Other us…  ( 9 min )

Philadelphia might make you think of cheesesteaks, but did you know it is the mural capital of the world? You can walk for blocks and see entire neighborhoods stitched together by paint, story, and community. That visual language is a fitting metaphor for what modern security demands. We are no longer guarding a single wall; we are curating a system of interconnected surfaces and signals. It made "The City of Brotherly Love" a perfect backdrop for around 150 developers, DevOps professionals, and other IT practitioners to get together and talk about how we build and secure that varied landscape we call our web applications at DevOpsDays Philadelphia 2025. Over two days in a single track, we listened to sessions that covered AI in DevOps and governance, secrets and non-human identities, runt…  ( 11 min )

Modern web development has lots of small but powerful tools that make building websites easier. In this article, we’ll look at CSS counters, nested numbering, variable fonts, and the new popover ToggleEvent.source feature in Chrome 140. We’ll explain what each one does, show simple examples, and share real-life uses so you can apply them in your own projects. CSS Counters (counter-increment): Automatically number any element — not just list items — giving full design control for steps, cards, or headings. Nested Numbering: Create hierarchical numbering (1.1, 1.2, 2.1…) using CSS alone, perfect for documents, tutorials, or multi-level content. Variable Fonts (font-variation-settings): One font file can dynamically handle all weights and styles, reducing downloads and enabling flexible typog…  ( 8 min )

⚙️ Kotlin Coroutines Cheat Sheet (For Android Devs) I like to share content that I use during study and work. Coroutines are lightweight threads used for asynchronous and concurrent programming in Kotlin. They allow you to run tasks like network or DB operations without blocking the main thread. Keyword / Builder Description suspend Marks a function that can be paused and resumed later launch Starts a coroutine that doesn’t return a result async Starts a coroutine that returns a Deferred result await() Waits for the result of an async coroutine withContext() Switches the coroutine context (e.g., Main, IO) runBlocking Starts a blocking coroutine (usually for testing) coroutineScope Creates a new scope that waits for all its children supervisorScope Similar to corouti…  ( 7 min )

You can build a great web app. You can write clean backend logic. You can optimize your database queries. But if your users are far from your server, your site will still feel slow. The reason is not your stack. It is physics. A request has to travel from the user’s device to your server through multiple internet hops. If the server is in Europe and the user is in Australia, the request must cross oceans and networks. Even if your API responds in ten milliseconds, the round trip might take three hundred milliseconds purely because of distance. Multiply that for every script, image and stylesheet. The page now feels heavy even if it is light. This is where a CDN steps in. A Content Delivery Network is a system of servers distributed across different parts of the world. Instead of hosting yo…  ( 8 min )

When I first started integrating with dental systems, I thought I understood legacy APIs. Then I met practice management systems. They’re like vintage cars, elegant, historic, and one wrong call away from leaking data oil all over your console. That’s why working with something like Synchronizer API by NexHealth feels like therapy for developers who’ve seen too much. One of the hardest parts of healthcare integrations is just…keeping the data clean. In Synchronizer, the /appointments endpoint abstracts away the chaos of different systems (Dentrix, Eaglesoft, Open Dental, Denticon, etc.) and gives you normalized, structured data you can actually build with. GET /appointments/{id} Response: { "code": true, "description": null, "error": null, "data": { "id": 1010361170…  ( 8 min )

Testing AI agents is still a big problem for most teams. You either test manually through scenarios, or you've built custom scripts. Rogue is an open source framework that works differently - it uses one agent to test another agent automatically. ⭐ Star Rogue on GitHub to support the project and stay updated! Rogue is a powerful evaluation framework that tests AI agents by having them face off against a dynamic EvaluatorAgent. Think of it as a sparring partner for your AI - it generates scenarios, runs conversations, and grades performance to ensure your agent behaves exactly as intended. Make sure UV is installed # Install uv (if you don't have it) curl -LsSf https://astral.sh/uv/install.sh | sh # Or via pip pip install uv # Verify installation uv --version The fastest way to see Rogue…  ( 10 min )

If your localhost stopped working after the recent Windows update, there is an easy fix, though it might involve some complications if you're unlucky. If you attempt to open a localhost site hosted on local IIS or one started from Visual Studio using IIS Express, and the page reports an "ERR_CONNECTION_RESET" error, you likely have a problem related to the latest Windows update. The simple solution is to uninstall the problematic updates using the following commands in an elevated Command Prompt or PowerShell: wusa /uninstall /kb:5066835 wusa /uninstall /kb:5065789 After running these commands, restart your computer, and your localhost should work again. If you encounter an error like: "installer encountered an error: 0x8000825", you will need to first disable "Windows Sandbox" (in Turn Windows features on or off) and then try the uninstall commands again.  ( 6 min )

If you’ve ever launched a side project, you probably know this moment: You’ve finished coding, the landing page is live, and now you just need a logo… and somehow that’s where everything stops. I’ve been there, many, many times. 🌀 The logo trap Every new project of mine followed this exact spiral: “Let’s just throw in a placeholder logo.” Spends 4 hours testing fonts. Realizes Helvetica feels too safe, but Poppins feels too startup-y. Decides to “come back to it later.” Never comes back. And just like that, another half-finished app joined my ever-growing graveyard of ideas. 💡 The dev problem with design As developers, we care a lot about polish, but design tools aren’t built for us. They’re heavy, visual, and demand an artistic instinct that most of us don’t have. The existing AI logo g…  ( 7 min )

This report examines prescription (Rx) activity captured in the RCPA reporting form, benchmarking actual Rx against assigned brand targets, evaluating doctor conversion, and mapping competitive activity across regions. Import Data Sources Load all required files: RCPA Reporting Form, PRODUCT MASTER, and BRAND TARGETS. In Power BI, use Home > Get Data > Excel (or CSV/SQL) to import each dataset. RCPA & Competitor RCPA Transformation (Expected Transformation Sheet) Go to Home > Transform Data to enter Power Query. Merge/Append Queries: Combine datasets as needed (e.g., join product master to RCPA report by product or merge competitor info). 1.Splitting Tables Using Delimiters Line Feed Split: Start by splitting rows where multiple products/quantities are listed together by a line feed (carr…  ( 9 min )

Hey everyone! Are you using Laravel? I'm currently working mainly with TypeScript, but I also touch Laravel from time to time. Checking if data exists after receiving a request is a pretty common scenario. I recently discovered something new (to me at least!), so I wanted to share it with you all. Let's say you have a feature that retrieves post information using a post_id and displays the details on the screen. class PostController extends Controller { public function edit(PostEditRequest $request) { $detail = Post::where('id', $request->post_id)->first(); return view('post', ['data' => $detail]); } } And in the FormRequest: class PostEditRequest extends FormRequest { public function rules() { return [ 'post_id' => 'required|exists:posts,id' ]; } } Alte…  ( 8 min )

Nono La Grinta turns the A COLORS SHOW stage into his own playground, dropping each bar of “LOVE YOU” with precision and raw energy. This Paris-based MC’s uncompromising vibe gives a sneak peek at the fire he’s cooking up on his forthcoming debut project. True to COLORS’ minimalist ethos, the focus stays squarely on Nono’s gritty delivery and charisma. If you’re craving fresh talent, dive into the full show, check out their curated playlists, and keep an eye on COLORS for more standout global artists. Watch on YouTube  ( 6 min )

Indys Blu, a New Orleans vocalist, delivers a hauntingly beautiful take on heartbreak with her single “Saddest Song” on A COLORS SHOW. Her performance is raw and poetic, weaving aching vocals with introspective lyrics against the series’ signature minimalist backdrop. A COLORS SHOW continues its mission to spotlight rising talent through clear, distraction-free stages. You can catch Indys Blu’s full set (and dozens more) via their 24/7 stream and curated playlists, or follow her on TikTok and Instagram for more. Watch on YouTube  ( 6 min )

Ezra Furman – “Veil Song” Live on KEXP Ezra Furman and her band rocked the KEXP studio on August 13, 2025, delivering a raw, intimate take on “Veil Song.” The lineup featured Liz Furman on vocals and guitar, Ben Joseph on keys and guitar, Sam Durkes on drums, Jorgen Jorgensen on bass and Lilah Larson on guitar, giving the performance its signature punch. Hosted by Cheryl Waters, the session was engineered by Kevin Suggs, mastered by Matt Ogaz, shot by Jim Beckmann, Carlos Cruz, Scott Holpainen, Luke Knecht & Ettie Wahl, and edited by Carlos Cruz. For more live sessions and perks, hit up ezrafurman.com, kexp.org or join their YouTube channel. Watch on YouTube  ( 6 min )

Alchemy is an embeddable Infrastructure-as-Code (IaC) library written in pure TypeScript that runs anywhere that JavaScript runs, including the browser, serverless functions or even durable workflows. Infrastructure-as-Code is the practice of using code to define your infrastructure configuration instead of manually creating it. Let’s say you need a database. Instead of clicking through a cloud console or executing a CLI command, you simply write: const database = await Database("main", { engine: "postgres", size: "small", }); // Access properties directly console.log(database.connectionString); Run this code, and the actual database gets created. Run it twice without changes, and nothing happens. Change the size to "medium" and run it again, your database will be updated. Remove the…  ( 10 min )

Ezra Furman – “Submission” (Live on KEXP) Ezra and the crew crash into KEXP’s studio with a fiery rendition of “Submission,” recorded August 13, 2025. The set is packed with Liz Furman on vocals and guitar, Ben Joseph on keys and guitar, Sam Durkes on drums, Jorgen Jorgensen on bass and Lilah Larson on guitar—driving every riff home. Hosted by Cheryl Waters and polished by engineer Kevin Suggs (mastered by Matt Ogaz), the session was captured by a team of cameras (Jim Beckmann, Carlos Cruz, Scott Holpainen, Luke Knecht & Ettie Wahl) and edited by Cruz. Check out more at ezrafurman.com or kexp.org. Watch on YouTube  ( 6 min )

Indigo De Souza – “Not My Body” Live on KEXP Indigo De Souza and her band—Landon George (bass), Maddie Shuler (guitar, keys, vocals) and Lila Richardson (drums)—took over KEXP’s studio on August 31, 2025 for a raw, intimate performance of “Not My Body.” Hosted by Ashley McDonald and polished by audio engineer Kevin Suggs with mastering by Matt Ogaz, the session was captured by a four‐camera crew (Jim Beckmann, Carlos Cruz, Scott Holpainen & Emma Juncosa) and edited by Cruz. Catch the full session on KEXP or visit indigodesouza.com for more. Watch on YouTube  ( 6 min )

Circles Around the Sun & Mikaela Davis – After Sunrise (Live on KEXP) Circles Around the Sun teamed up with harpist-vocalist Mikaela Davis for a live take on “After Sunrise” at KEXP’s Seattle studio on August 21, 2025. Hosted by Troy Nelson, this intimate session weaves sun-soaked grooves and shimmering harp melodies into an electrified rhythm section. Backing the set are Dan Horne (bass/mix), Mark Levyz (drums), Adam MacDougall (keys), John Lee Shannon (guitar) and Mikaela Davis (harp/vox). Audio engineer Kevin Suggs and mastering ace Matt Ogaz keep the sound pristine, while Jim Beckmann and his camera crew capture every angle. Watch on YouTube  ( 6 min )

Circles Around the Sun hook up with harpist/vocalist Mikaela Davis for a breezy live take on “Moonbow,” recorded in KEXP’s studio on August 21, 2025. Backed by Dan Horne (bass), Mark Levyz (drums), Adam MacDougall (keys) and John Lee Shannon (guitar), and polished by host Troy Nelson with engineer Kevin Suggs, the performance glows with that signature instrumental magic and Davis’s ethereal harp. Captured by a five-cam crew and mastered by Matt Ogaz, this session is streaming now—check out the full set at circlesaroundthesun.bandcamp.com or head over to KEXP’s YouTube channel for the video. Watch on YouTube  ( 6 min )

Silvana Estrada takes the Tiny Desk stage with just her voice and a cuatro venezolano, delivering songs from her most personal record Vendrán Suaves Lluvias. Born and raised in Veracruz, she weaves son jarocho tradition with raw emotion, transforming grief and doubts into hopeful, tear-jerking melodies. Joined by a tight band of piano, percussion, strings and brass, Estrada’s four-song set—“Como un Pájaro,” “Good Luck, Good Night,” “Si Me Matan” and “El Alma Mía”—proves that sometimes the smallest stage brings out the biggest feelings. Watch on YouTube  ( 6 min )

Finally…Breaking Down Kansas LIVE is Rick Beato’s deep-dive into his favorite Kansas track, where he peels back the stems, structure and key musical choices to reveal what makes the song tick. On top of that, he’s offering The Professional Guitar Collection—Quick Lessons Pro, The Arpeggio Masterclass, The Beato Book Interactive and The Beato Ear Training Program—normally a $427 value, yours for just $89 through October 10 at midnight EST. Watch on YouTube  ( 6 min )

Cierra el ciclo completo de observabilidad con evaluación automatizada usando RAGAS para medir y mejorar el rendimiento de tus agentes Strands 🇻🇪🇨🇱 Dev.to Linkedin GitHub Twitter Instagram Youtube Linktr Elizabeth Fuentes LFollow AWS Developer Advocate specializing in AI/ML and Generative AI. I simplify complex cloud concepts through hands-on tutorials and real-world examples. Repositorio GitHub Esta es la parte final de nuestra guía completa para construir agentes de IA con capacidades de observabilidad y evaluación usando Strands Agents. En la parte 3, implementamos observabilidad completa para nuestro agente de restaurantes usando LangFuse. Ahora vamos más allá al agregar evaluación automatizada que no solo mide el rendimiento sino que también envía puntajes de evaluaci…  ( 11 min )

🇻🇪🇨🇱 Dev.to Linkedin GitHub Twitter Instagram Youtube Linktr Elizabeth Fuentes LFollow AWS Developer Advocate specializing in AI/ML and Generative AI. I simplify complex cloud concepts through hands-on tutorials and real-world examples. Has construido un agente de IA increíble. Funciona bien en tu laptop. Ahora necesitas desplegarlo a producción. Esto es lo que usualmente pasa: 3 semanas configurando infraestructura ⏰ Pesadillas con Docker y Kubernetes 🐳 Configuraciones de seguridad que te hacen llorar 🔐 Políticas de escalado que apenas entiendes 📈 Gestión de sesiones... ¿qué es eso siquiera? 🤷 ¿Te suena familiar? Amazon Bedrock AgentCore lo cambia todo. Despliega agentes de IA listos para producción con solo 2 comandos. No se requiere título en DevOps. Sin dolores de …  ( 10 min )

JSX (JavaScript XML) is one of the most powerful features of React. It gives developers a clean, declarative way to describe what the UI should look like, directly inside JavaScript. 👉 1. Declarative Syntax want it to appear. You describe the structure, and React takes care of updating the DOM efficiently behind the scenes. 👉 2. Components Return JSX function Welcome() { return Hello, JSX! ; } 👉 3. Extension of JavaScript Embed JavaScript expressions Add inline CSS or classes Reuse other React components const name = "Usama"; return Hello, {name}! 👋 ; 👉 4. Under the Hood React.createElement() calls. const element = Hello JSX ; is the same as: const element = React.createElement("h1", null, "Hello JSX"); ✨ Improves code readability 🧱 Encourages a clean component-based architecture 🛠️ Makes combining logic and UI smooth & elegant ⚡ Boosts development speed 💡 Pro Tip: JSX is optional, but once you start using it, you’ll rarely go back. It makes writing UI feel natural and fun.  ( 6 min )

Aprende a implementar observabilidad con LangFuse para monitorear tus agentes Strands en tiempo real y entender su comportamiento 🇻🇪🇨🇱 Dev.to Linkedin GitHub Twitter Instagram Youtube Linktr Elizabeth Fuentes LFollow AWS Developer Advocate specializing in AI/ML and Generative AI. I simplify complex cloud concepts through hands-on tutorials and real-world examples. Getting Started with Strands Agents: Build Your First AI Agent - Curso GRATIS Repositorio GitHub Esta tercera parte de la serie Building Strands Agents se enfoca en implementar observabilidad con LangFuse para monitorear tus agentes en tiempo real. Cuando despliegas agentes en producción, necesitas responder estas preguntas: ¿Tu agente responde con precisión? ¿Cuánto tiempo toman las respuestas? ¿Dónde están los…  ( 10 min )

Revolutionizing E-Commerce Product Images with FLUX.1 Kontext: AI-Powered Image Editing for Online Retail Introduction FLUX.1 Kontext [dev] is a groundbreaking 12 billion parameter AI model from Black Forest Labs that enables instruction-based image editing. Unlike traditional image generation models, Kontext specializes in modifying existing images based on natural language instructions, making it an ideal solution for e-commerce businesses looking to enhance their product photography workflows without expensive photoshoots or complex editing software. This article explores how online retailers can leverage FLUX.1 Kontext to transform product images, create variations, and optimize visual content for their web stores. Cost-Effective Product Variations: Generate multiple produ…  ( 13 min )

Let’s be real — XML had its glory days, but now JSON is the cool kid at the developer party. 🕶️ If you’re tired of fighting with and just to move some data around, it’s time to let DevUtilX’s XML to JSON Converter do the magic for you! ✨ With just one click, you can turn your ancient XML files into clean, lightweight JSON that’s ready for any modern app, API, or JavaScript project. 🚀 XML is bulky, wordy, and full of… brackets. JSON is minimal, sleek, and JavaScript’s best friend. Our converter makes switching between them a total breeze! 🌬️ Here’s why developers love it: ⚡ Instant conversion – Paste XML, get JSON. It’s that fast. 🧠 Accurate parsing – Handles attributes, arrays, and nested tags like a pro. 💻 No setup needed – 100% browser-based, zero installs.…  ( 7 min )

Backlinks are the backbone of any successful SEO strategy. They serve as digital endorsements from other websites, signaling to search engines that your content is valuable and trustworthy. But as your website grows, keeping track of who’s linking to you—and the quality of those links—becomes crucial. That’s where a backlink tracking tool like this one comes in. A backlink tracking tool is a software or web-based application that monitors all the backlinks pointing to your website. Tools such as Backlink Tracking Tool help you: Track when new backlinks are gained or lost Identify which sites are linking to you Measure the authority and quality of each backlink Detect spammy or toxic links that might harm your rankings By integrating a system like the Backlink Tracking Tool, SEO specialists…  ( 7 min )

When I first learned recursion, it honestly felt like magic. *If you’ve ever felt that too — don’t worry. In this post, we’ll break down recursion step-by-step and see how the stack plays a hidden but crucial role. --- What Is Recursion? Recursion is when a function calls itself to solve a smaller version of the same problem. Every recursive function needs two things: 1.Base case — the condition that stops the recursion Example: Finding Factorial Using Recursion function factorial(n) { if (n === 1) { return 1; // Base case } else { return n * factorial(n - 1); // Recursive call } } console.log(factorial(5)); // Output: 120`` Behind the Scenes: The Stack in Action _Each time a function runs, it’s placed on a call stack — a memory structure that follows Last In, First Out (LIFO). Step | Function Call | What Happens -------|----------------|------------------------- 1 | factorial(5) | Calls factorial(4) 2 | factorial(4) | Calls factorial(3) 3 | factorial(3) | Calls factorial(2) 4 | factorial(2) | Calls factorial(1) 5 | factorial(1) | Base case → returns 1 Now the stack unwinds: Step | Returning To | Calculation -------|----------------|---------------- 6 | factorial(2) | 2 × 1 = 2 7 | factorial(3) | 3 × 2 = 6 8 | factorial(4) | 4 × 6 = 24 9 | factorial(5) | 5 × 24 = 120 Finally, the stack is empty — result: 120 Why the Stack Matters That’s exactly how recursion “returns” values. Final Thoughts Recursion isn’t magic — it’s just functions + a stack working together beautifully. If recursion ever confuses you, just picture that stack of plates — it’ll click . Thanks for reading!  ( 7 min )

Artificial Intelligence (AI) chatbots are transforming how businesses and individuals communicate online. These smart systems simulate human conversation, providing instant responses, personalized support, and 24/7 assistance. From customer service to personal assistants, AI chatbots are now essential tools for improving efficiency, enhancing user experience, and even helping businesses manage tasks such as when they sell phone products online. AI chatbots are software programs that use machine learning and natural language processing (NLP) to interact with humans. Unlike traditional scripted bots, AI chatbots understand context, detect user intent, and learn from previous interactions. This allows them to provide accurate, relevant, and human-like responses, making communication smoother …  ( 7 min )

🚀 Goal Build a Docker image locally, push it to Amazon ECR, and deploy it to Amazon ECS (Fargate or EC2) behind an Application Load Balancer, with autoscaling and health checks. Prerequisites AWS account with permission to use ECR, ECS, IAM, ALB, and (optional) CloudWatch/Autoscaling. AWS CLI installed and configured (aws configure) or access to AWS Console. Docker installed locally. Basic app packaged with a Dockerfile. 1. AWS CLI & IAM setup aws configure → enter AWS Access Key ID, Secret Access Key, region, and output format. (Optional) Create an IAM policy/role for CI system later (CodePipeline/GitHub Actions). Tip: For production, use fine-grained roles (ECR read/write, ECS create/update, ALB modify). Avoid using root credentials. Step 1: Create an ECR Repository If you ha…  ( 9 min )

Una guía completa para principiantes sobre la instalación e inicio con Grafana en macOS. Grafana es una plataforma de código abierto para monitoreo y observabilidad que te permite consultar, visualizar, alertar y comprender tus métricas sin importar dónde estén almacenadas. Proporciona una manera poderosa y elegante de crear, explorar y compartir dashboards con tu equipo y fomentar una cultura basada en datos. Grafana se utiliza comúnmente para: Monitoreo de infraestructura: Rastrear CPU, memoria, uso de disco y métricas de red Monitoreo del rendimiento de aplicaciones (APM): Supervisar la salud y el rendimiento de las aplicaciones Análisis de negocio: Visualizar KPIs y métricas empresariales Visualización de datos IoT: Mostrar datos de sensores y métricas de dispositivos Análisis de logs:…  ( 10 min )

Developers are known to have an ego, be rude, anti-social, or lack people skills. They often think themselves smart because they can code. Personally, I’ve always believed that anyone can code; being a good developer is more about knowing how to use a search engine and ask the right questions. This might be changing a bit in the age of AI-assisted coding, but the point remains: developers aren’t smart just because they know how to code. The sooner a dev acknowledges that non-technical teammates are also intelligent and deserving of respect, the further they’ll go in their career. The focus of this post is on the non-technical roles developers interact with most often — QA, Product Managers, and Designers. This is the second post in my series Being A Great Developer Is More Than Just Code O…  ( 8 min )

For developers who need to test a small app, check out a pull request, prototype a new API, or reproduce a bug, the friction is always the same: messing with a local setup, provisioning a whole virtual machine, or writing a Dockerfile just for a quick task that needs a server environment. It should be as simple as opening a browser tab. The solution is Stacknow: a complete Linux server and IDE that runs entirely inside your browser, powered by WebAssembly. Instant Startup: Loads in seconds. No remote machine to provision. So, how does a server run when the WebAssembly System Interface (WASI) has no networking stack? A custom networking layer was built that tunnels traffic over UNIX sockets. Here’s how it works: instead of an app listening on localhost:3000, it listens on a specific UNIX socket path (e.g., /tmp/stacknow.sock). The runtime detects this, automatically pipes all data from that socket to an edge network, and exposes it on a secure public URL. Because all traffic is proxied through the Stacknow network, your server works just like a VPS—there are no CORS restrictions to worry about. The entire IDE is built on this principle. The file explorer, terminal, and editor are themselves a server running inside the Wasm sandbox, communicating with the browser UI over this exact same UNIX socket tunnel. When you expose your own Node.js, Python, or Go server, you're using the same battle-tested system that powers the IDE itself. This unified approach means you can run a server, develop against it with a full IDE, and then instantly share it with the world, all from a single browser tab. This is part of the Pro plan, which also includes persistent storage. It has been found to be super useful for: A free tier is available that lets you spin up ephemeral sandboxes. Feel free to try it out and share your thoughts. What's missing? What would you use it for? To learn more about the platform's technology and performance, go to https://docs.stacknow.io. To chat with the team, head to https://discord.gg/bYKPzpPrRP.  ( 7 min )

Ezra Furman rips through a live take of “Jump Out” at the KEXP studio, recorded August 13, 2025. Backed by Liz Furman on vocals and guitar, Ben Joseph (keys, guitar), Sam Durkes (drums), Jorgen Jorgensen (bass) and Lilah Larson (guitar), this performance captures all the raw, energetic charm you’d expect from Ezra’s touring set. Behind the scenes, host Cheryl Waters keeps the vibes flowing while Kevin Suggs handles the audio engineering and Matt Ogaz takes care of mastering. A five-camera crew led by Jim Beckmann and edited by Carlos Cruz makes sure every moment pops. For more tunes and behind-the-scenes perks, visit ezrafurman.com, kexp.org, or join the YouTube channel. Watch on YouTube  ( 6 min )

Indigo De Souza brings a hauntingly beautiful live rendition of “Be Like The Water” to the KEXP studio, backed by Landon George on bass, Maddie Shuler on guitar/keys/vocals, and Lila Richardson on drums. The August 31, 2025 session captures her raw energy and intimate vocals as host Ashley McDonald guides the vibe. With Kevin Suggs engineering audio and Matt Ogaz mastering, this performance was filmed by Jim Beckmann, Carlos Cruz, Scott Holpainen & Emma Juncosa (edited by Carlos Cruz). For more, visit indigodesouza.com or kexp.org. Watch on YouTube  ( 6 min )

Indigo De Souza brings “Not My Body” to life live on KEXP On August 31, 2025, KEXP’s studio lit up with Indigo De Souza’s raw performance of “Not My Body,” backed by Landon George (bass), Maddie Shuler (guitar, keys & vocals) and Lila Richardson (drums). Host Ashley McDonald guided the session, while Kevin Suggs (audio engineer) and Matt Ogaz (mastering) ensured every riff hit just right. A four-camera team (Jim Beckmann, Carlos Cruz, Scott Holpainen & Emma Juncosa) captured the magic—edited by Cruz—and it’s all available via indigodesouza.com or kexp.org. Want even more backstage perks? Check out the channel’s membership page! Watch on YouTube  ( 6 min )

Circles Around the Sun teamed up with harpist/vocalist Mikaela Davis for a fiery live session at KEXP on August 21, 2025. They tore through three instrumental tracks—Hot Pursuit, After Sunrise and Moonbow—backed by Dan Horne (bass), Mark Levyz (drums), Adam MacDougall (keys) and John Lee Shannon (guitar), all hosted by Troy Nelson. Kevin Suggs captured the audio, Dan Horne mixed it, Matt Ogaz mastered it, and a crack camera crew led by Jim Beckmann (who also edited) made sure every riff and harp flourish was caught. For more tunes, hit circlesaroundthesun.bandcamp.com or kexp.org. Watch on YouTube  ( 6 min )

My 7-year-old Lenovo was reaching the end of its life. While the processor and memory were still fairly capable, it was no longer able to effectively handle Windows. Given this situation, and my interest in learning about Kubernetes, DevOps, and other cloud concepts, I decided to fully wipe and reboot my computer with Linux. I hadn't anticipated how customizable this experience would be. Here are some key learnings from my first week with Ubuntu: 1) Microphone Configuration and Persistence: The microphone was not configured correctly out of the box; the issue was sometimes due to the lack of noise cancellation. To resolve this, I had to modify several features within PulseAudio pulseaudio. Therefore, I struggled to make these changes persist across reboots. I lastely used the solution from this stack and executed the following command to ensure the changes "stuck": echo 'pulseaudio --start' >> ~/.profile 2) Managing Python Virtual Environments: Another essential command I learned early on was how to create and manage virtual environments. The first answer from this stack has been a life saver for my work so far. P.S.: This is a on developing post for the next weeks. More updates are coming.  ( 6 min )

Silvana Estrada, the Veracruz-born singer-songwriter, just made her Tiny Desk debut as part of NPR Music’s El Tiny takeover celebrating Latinidad. Stripped down to her powerful vocals and a cuatro venezolano, she transformed the pain and hope of her latest album, Vendrán Suaves Lluvias, into an intimate, tear-jerking performance. Her four-song set—“Como un Pájaro,” “Good Luck, Good Night,” “Si Me Matan,” and “El Alma Mía”—paired Estrada’s elegant melodies with a tight band (keys, percussion, strings and brass). It proved that sometimes the smallest stages deliver the biggest emotional impact. Watch on YouTube  ( 6 min )

Watch on YouTube  ( 5 min )

Finally…Breaking Down Kansas LIVE Rick Beato just dropped a video deep-diving into his all-time favorite Kansas track, breaking down every stem, structure twist, and musical choice that makes it tick. It’s a masterclass in how great arrangements and clever instrumentation come together. On top of that, he’s bundled up four killer guitar resources—Quick Lessons Pro, The Arpeggio Masterclass, The Beato Book Interactive, and The Beato Ear Training Program—normally a $427 value, now all yours for $89 through October 10 at midnight EST. Watch on YouTube  ( 6 min )

Is There Anything Bumblefoot Can’t Play? …No! Guitar virtuoso Ron “Bumblefoot” Thal sits down to unpack his sprawling career, walking us through the nuts and bolts of his signature techniques and riff constructions. He also teases what’s next on his musical horizon, from fresh gear experiments to genre-blurring collaborations that keep him on his toes. On top of all that, he gives a massive shout-out to his Beato Club supporters—Justin, Terence, Jason and over 40 other awesome backers—whose ongoing love and encouragement power these deep-dive interviews. Watch on YouTube  ( 6 min )

In this chat‐style sit-down, Justin Hawkins candidly maps out his wild ride from fronting The Darkness to carving out a new groove as a DIY YouTube maverick. He digs into the highs and lows of rock-star life, spills on pivoting to social-media antics, and shoots straight about why he’s not shy to “talk sh*t.” Along the way, he gives a shout-out to his ever-loyal “Beato Club” backers, inviting us to subscribe to @JustinHawkinsRidesAgain so we can all keep up with his next curveball. Watch on YouTube  ( 6 min )

Danny Maude’s new video shows you how to master chipping from every lie—good turf, tight hardpan, thick rough and uphill/downhill—and even introduces the same insider technique Tiger and Rory use to roll it close every time. Plus, you get a step-by-step practice plan, bonus vids on pitching and iron striking, a slice-busting driver drill (inside-out swing and impact tips), and links to training aids (hello, Orange Whip!), social channels and lesson bookings to keep your game on point. Watch on YouTube  ( 6 min )

I still remember the days when I worked at a large insurance company, the kind of enterprise where COBOL still runs in the core systems, quietly but powerfully. No one dared to touch that code. It was the kind of legacy that everyone respected, feared, and tiptoed around. At that time, if you asked any engineer why we never refactored it, the answer was simple: “No one really knows what will happen if we do.” The system worked.... barely, but it was a black box of decades-old logic, dependencies, and undocumented behaviors. Since no one dared to modify the core, over the years, people started building satellite systems around it, smaller applications that added new features faster, without waiting for the core to evolve. It was pragmatic. Business got what it needed, engineers could delive…  ( 9 min )

Just to don't talk only about failures, let's have a bit of fun with password cracking (can't wait, uh?). hashcat to crack hashed passwords but, most important, I had to understand how a good Open Source INTelligence (OSINT for friends) activity can make a significant difference in this activity. First step: thanks to a cool Python script designed by my good friend Dogan, we've generated 1000 fake profiles with relative passwords hashed with the SHA-512 algorithm. So, basically just 12 passwords were discovered. Promising, but yet non satisfactory. Second step: we've decided to include rockyou, a list of over 14 million plaintext passwords from the 2009 RockYou hack (more info on this here. But... Another pass bites the dust. Third step: at this point we've used a wordlist based on the personal information of the profiles and... BANG! All passwords cracked. Ensure your password are a robust mix of randomness and length (as you can learn from the amazing comic in the cover image provided by xkcd Passwords alone are not sufficient; always utilize Multi-Factor Authentication (MFA) to secure your accounts, especially for sensitive corporate information. Always remember: don’t be the weak link that could lead to significant security setbacks. If you can find the complete project here (yeah, I know, hash_and_crack it's a great name). On the bright side: I've just passed my SC900 exam (the terribly boring Microsoft certification on Security, Compliance, and Identity) my 4 kyu rank on Codewars! Something to read: Kate Beaton - Ducks Totorro - Sofa So Good Paying for It  ( 7 min )

By Oliver Otto, TimeSpin GmbH Twice a year, Europe performs a ritual that seems routine but leaves deep social and economic traces — the time change. What seems like a small shift in daily life is, in truth, a complex interplay of technology, politics, and biology. The idea of changing the clock was born out of scarcity. But as numerous studies later showed, the expected energy savings never really materialized. Modern lighting, efficient appliances, and flexible working hours have long rendered the original rationale obsolete. Today, more than a century later, it’s mostly political routine — not economic sense — that keeps the time change alive. While the European Union continues to debate, other nations have long since acted: Iceland has not changed its clocks for decades. Given its loc…  ( 10 min )

Expo Router’s latest release introduces Stack.Protected, a powerful, declarative way to handle route protection and role-based access in your Expo and React Native apps. This feature, combined with a thoughtful directory structure, makes authentication and authorization flows much simpler, more maintainable, and scalable. Stack.Protected Is a Game Changer Before Stack.Protected, developers often relied on manual redirects, conditional rendering, or navigation hacks to protect routes. This approach has several drawbacks: Scattered Logic: Authentication checks and redirects are spread across multiple files and components, making the codebase harder to maintain and reason about. Fragile Navigation: Manual redirects can be bypassed by deep links, browser navigation, or race conditions, allow…  ( 8 min )

So color: Ambient Lighting: So heres where we apply the ambient lighting. Its a really cheap thing we are doing were essentially not even simulating lighting were just saying, "Make this 0.1 brighter on each RGB value so its not completely dark" Diffuse Lighting: Also we need to measure the angle at which the lightsource is hitting a fragment on our object. To do this we take the position of the lightsource and lets say a point on an object. Perpendicular to that point we calculate the angle in which the lightsource is at, We do this with a Dot product calculation. Which basically means that the closer to 1 the dot product is the perpendicular line from the point we calculated and the lightsource are at the same angle. The closer to 0, the more its closer to being at a 90 degree angle. S…  ( 9 min )

A quiet revolution is happening in recruiting — and it’s not about fancy dashboards or AI-written job descriptions. Autonomous AI agents that don’t just analyze data — they hold conversations, read intent, and evaluate people like seasoned recruiters. The Broken Equation of “Culture Fit” For decades, culture fit has been an intuitive checkbox. That instinct worked — until companies scaled. Meanwhile, hiring teams tried to “objectify” culture fit with static psychometric tests. The result? The Rise of AI Interview Agents At Dassh.AI, we asked a simple question: What if culture fit could be measured with empathy and precision — at scale? That question led us to build Stella, our AI-powered recruiter. Stella doesn’t just screen resumes or conduct robotic interviews. Using a mix of large langu…  ( 8 min )

In today's digital landscape, web applications must deliver flawless experiences across an expanding array of browsers, devices, and platforms. This increasing complexity creates significant challenges for testing teams who must ensure consistent functionality and user experience. Playwright has emerged as a powerful solution for testing in these complex scenarios, offering cross-browser compatibility and powerful automation capabilities that fits a wide range of solutions. However, even with Playwright's robust feature set, many testing projects fail to achieve their full potential due to architectural shortcomings. Without a carefully designed structure, test suites quickly become unwieldy, difficult to maintain, and prone to failures that undermine their reliability. The true challenge …  ( 11 min )

By Oliver Otto, CEO of TimeSpin GmbH Twice a year, something happens that affects the daily rhythm of millions of people across Europe — the clock change. In recent years, discussions about the usefulness of this measure have intensified. This article explores the economic, organizational, and societal effects of the time change — and shows why modern work environments and digital time tracking systems like TimeSpin can help businesses handle the “time shift” more effectively. The idea of changing the clocks isn’t new. After the war, the practice was repeatedly abolished and reintroduced until it became permanent in 1980 in West Germany. However, later studies revealed that actual energy savings were marginal. Over time, the time change became a cultural and organizational routine — its us…  ( 10 min )

Every line of code you write is a potential security risk. A missing input check or an outdated library can be all it takes for an attacker to slip in — not through brute force, but through your code itself. In today’s digital world, writing code isn’t just about making apps or websites work. It’s about making them safe. Cyberattacks, data breaches and stolen information are becoming increasingly common, and even small mistakes in your code can open doors for hackers. The good news? Never trust user input. Anything a user can submit; forms, URLs or API requests can potentially be malicious. Always validate and sanitize inputs to prevent attacks like SQL injection or cross-site scripting (XSS). Tip: Use whitelisting (allow only what’s expected) instead of blacklisting (blocking known bad in…  ( 8 min )

The Resistire Experiment: Hvala's Experimental Evaluation on Real-World Large Graphs Frank Vega Information Physics Institute, 840 W 67th St, Hialeah, FL 33012, USA vega.frank@gmail.com This section presents comprehensive experimental results of the Hvala algorithm on real-world large graphs from the Network Data Repository. The benchmark suite consists of 88 instances selected from a collection of 139 undirected simple graphs, representing more than half of the most challenging real-world instances available. Dataset Source: Network Data Repository - Large Graphs Collection Format: DIMACS graph format (standard for vertex cover benchmarks) Selection Criteria: The 88 smallest instances from the collection, ensuring computational feasibility while maintaining diversity across application …  ( 12 min )

In the dynamic digital landscape of 2025, an organization's application portfolio is more than just a collection of software; it is the very engine of innovation, customer engagement, and operational excellence. However, legacy systems, while once the backbone of business, can become anchors holding back growth, agility, and competitive edge. This is where the strategic imperative of application portfolio modernization comes to the forefront. It is a journey of transformation, moving from rigid, monolithic architectures to a future-proof, agile, and intelligent application ecosystem. For forward-thinking companies like McLean Forrester, embracing this journey is not merely an IT initiative; it is a declaration of their commitment to leading their industry into the future. Why Modernization…  ( 8 min )

U draait de deur dicht, hoort een droog “tikje” en voelt direct dat het mis is. Schrik, onmacht en tijdsdruk volgen elkaar in seconden op. Toch ontstaat zo’n incident zelden uit het niets; meestal stapelen oorzaken zich op tot het moment suprême. In deze gids ontrafelen we de zeven belangrijkste aanleidingen, plus snelle eerste hulp en duurzame preventie. Zo verandert een stressmoment in een leerpunt andere deuren in huis profiteren meteen mee. En ja: ook wanneer sleutel afgebroken in slot nu al uw realiteit is, vindt u hier heldere, veilige stappen. Dagelijks gebruik laat sporen na: een sleutel botst in de broekzak tegen andere metalen, neemt zand mee en wordt telkens in een nauw kanaal gedwongen. Messing of nikkel zilver slijt dan langzaam; randen worden ronder, het profiel minder scherp…  ( 10 min )

Not Resurrection. Not Immortality. Just love that still responds. That's the philosophy behind Long Echo—a project about preserving conversations with AI assistants in a way that remains accessible and meaningful across decades. Not creating digital ghosts that autonomously post to social media. Not trying to resurrect anyone. Just ensuring that the knowledge, care, and wisdom captured in our conversations with AI can still be found, searched, and used when the original software is long gone. We're having important conversations with AI assistants: Teaching moments with students Advice we'd give our children Technical problems we've solved Creative work we don't want to lose Personal growth tracked over years But these conversations are trapped in proprietary formats, scattered across pl…  ( 10 min )

Recently I started work on the new extensions functionality in Saleor Dashboard. This repo is quite large (450k LOC). I decided to make some cleanup before I introduce the feature. So the plan was: Make a feature... ... but first, refactor this and that.... ... but first, remove some dead code. tldr: This post is about removing approx 30k LOC (~6.6%) of the codebase and bundle size (pre-gzipped) lowered by 350KB First of all, I have diagnosed where the main gains are. I found three main areas Invalid module refactor Stale feature flags Unused graphQL queries I wanted to focus mainly on them, because I already had some understanding what's going on. I also wanted to keep them specifically, to reduce the code complexity before my change. Some time ago Saleor consolidated extensions model - w…  ( 8 min )

IT teams often deal with the same problem: computers that fail without warning or devices that get replaced long before they need to. Both lead to wasted time, higher costs, and frustrated users. Without a clear way to track how each computer performs and ages, refresh planning turns into guesswork. Budgets go off track, support tickets pile up, and downtime becomes routine. Computer Lifecycle Management (CLM) helps fix this by showing exactly where each device stands in its lifecycle. With the right data, IT teams can predict when a computer is nearing its limit — and plan replacements before problems appear. What Computer Lifecycle Management Actually Means Computer Lifecycle Management, or CLM, is more than just keeping an inventory of devices. It’s a structured way to manage the enti…  ( 11 min )

Hello Dev Community! 👋 I’m Vishaka Hi all, I’m Vishaka, a Computer Science graduate from SRM RMP, Chennai, India. writing and sharing my thoughts here on Dev.to. I’ll be writing about: My certifications and courses and what I learned from them My explorations in career/life try to share my thoughts And little personal lessons I pick up along the way ✨ I hope to write here often, connect with amazing people, and find my space in this wonderful community. 💭 What about you? See you all around! 💬 — Vishaka  ( 6 min )

How can a DBA quickly locate system faults? How can performance be effectively optimized? How should one approach technology selection and build a robust technical system? Today, we introduce a seasoned database expert and operations professional with over a decade of industry experience — the Operations Center Manager of the Information Technology Department at a major bank. He has been responsible for maintaining hosts, middleware, and databases; participated in the development of the bank’s core and payment systems; and led the construction of the operations framework, emergency disaster recovery system, and monitoring infrastructure. We hope his experience provides valuable insights for your own work. In 2001, Li Jianming knew nothing about this issue when he was filling out his colleg…  ( 13 min )

As developers, we often focus on what data we get, but not enough on how we get it. The data type itself is a critical part of your application's contract. I've seen subtle bugs arise from PHP's loose typing—where a string "100" passes for an integer, or a string "true" passes for a boolean. In API development or financial logic, this ambiguity is unacceptable. In my latest article, I break down Laravel's powerful but underused strict validation rule. It's the key to: If you're building serious applications, this is a must-read. Check it out and let me know your thoughts on strict typing in the comments. Read the full article SoftwareEngineering #Laravel #PHP #BestPractices #APIDevelopment  ( 6 min )

Ezra Furman Full Live Session on KEXP On August 13, 2025, Ezra Furman unleashed a four‐song set in the KEXP studio featuring “Jump Out,” “Submission,” “Veil Song” and “Power Of The Moon.” Host Cheryl Waters guides listeners through this lively, intimate performance that captures Ezra’s raw energy and infectious spirit. Backing Ezra are Liz Furman (vocals, guitar), Ben Joseph (keys, guitar), Sam Durkes (drums), Jorgen Jorgensen (bass) and Lilah Larson (guitar), with engineer Kevin Suggs, mastering by Matt Ogaz, and a crack camera crew led by Jim Beckmann and Carlos Cruz. Watch on YouTube  ( 6 min )

Indigo De Souza – “Always” (Live on KEXP) Indigo De Souza delivers a stripped-down, heartfelt rendition of “Always” straight from KEXP’s Seattle studio, recorded August 31, 2025. Backed by Landon George’s warm basslines, Maddie Shuler’s layered guitars, keys and harmonies, and Lila Richardson’s dynamic drumming, the performance feels both intimate and full-bodied. Behind the scenes, host Ashley McDonald guides the session while engineer Kevin Suggs and mastering whiz Matt Ogaz nail the sound. A crew of talented camera operators (Jim Beckmann, Carlos Cruz, Scott Holpainen & Emma Juncosa) and editor Carlos Cruz capture every moment of this must-watch live session. Watch on YouTube  ( 6 min )

Indigo De Souza – “Be Like The Water” Live on KEXP Indigo De Souza brings an intimate, raw performance of “Be Like The Water” straight from the KEXP studio, recorded August 31, 2025. Backed by Landon George on bass, Maddie Shuler on guitar/keys/vocals and Lila Richardson on drums, she delivers a dynamic and heartfelt take on her track. Behind the scenes, host Ashley McDonald and audio engineer Kevin Suggs capture every nuance, with Matt Ogaz mastering the final mix. A four-camera crew (Jim Beckmann, Carlos Cruz, Scott Holpainen & Emma Juncosa) plus editor Carlos Cruz make this a visually engaging session—stream it on KEXP.org or visit Indigo’s site for more. Watch on YouTube  ( 6 min )

**Circles Around the Sun & Mikaela Davis jammed live in the KEXP studio on August 21, 2025, laying down a lush version of “After Sunrise.” Bassist Dan Horne, drummer Mark Levyz, keyboardist Adam MacDougall, guitarist John Lee Shannon and harpist/vox Mikaela Davis brought the vibes under host Troy Nelson’s guidance. On the tech side, Kevin Suggs engineered, Dan Horne mixed, and Matt Ogaz mastered the audio, while Jim Beckmann, Carlos Cruz, Scott Holpainen, Jonathan Jacobson and Luke Knecht ran cameras (with Beckmann also on editing). Dive into more at circlesaroundthesun.bandcamp.com or kexp.org, and join the YouTube channel for extras! Watch on YouTube  ( 6 min )

As a renowned technical expert in the DBA (Database Administrator) community, Xu Ji has remained active in the industry, having been a speaker at numerous database and IT operations events, and has gained a large following. Xu Ji’s works continue to be essential reading for many DBAs, with numerous professionals finding solutions to their problems in his books. Despite his fame in the database field, Xu Ji originally entered the field somewhat by chance. How did he gradually become a database expert? One day in 2015, Xu Ji received an urgent call for help from State Grid Corporation of China (SGCC). It turned out that the State Grid was under attack by an Oracle database SCN HEADROOM storm, and the SCN ceiling was less than 10 days away from being reached. If the source of the issue wasn’t…  ( 12 min )

When you click through “When artists don’t write their own songs,” you mostly get a wall of self-promo: there’s a 20% off link for Brilliant.org then a pre-order blitz for Noah LeFevre’s new book Century of Song with direct links to Barnes & Noble, Blackwells, Indie Bound, Amazon, Books-A-Million, Books Inc. and Chapters. At the bottom you’re nudged to support the creator on Patreon, follow Polyphonic on Twitter, and join their Discord community. Watch on YouTube  ( 6 min )

Master Angular Performance: 10 Essential Lazy Loading, Route Guards & Resolvers Techniques Every Developer Must Know Unlock the full potential of Angular routing and skyrocket your application's performance The secret lies in mastering three fundamental Angular concepts that separate amateur developers from seasoned professionals: Lazy Loading, Route Guards, and Resolvers. These aren't just fancy terms thrown around in Angular documentation—they're your weapons against slow load times, security vulnerabilities, and poor user experience. Picture this: You've built an amazing Angular application with dozens of features, but users are abandoning it before it even loads. Sound familiar? You're not alone. According to recent studies, 53% of users abandon mobile sites that take lon…  ( 13 min )

🦄 I've been trying to get to this post for a while and I was likely working on it when I definitely should have been doing something else entirely. I wrote about this topic briefly in a previous post, but that brief aside does the whole concept a disservice. I've been begging anyone who will listen to please steal this idea from me, 🙏 use it in real projects, personal projects, and then give it to a friend like a party favor nobody asked for. So far, feedback is positive and change is very slow. This is my attempt to nudge it along while I figure out the next piece of the puzzle—which is language-agnostic enforcement at scale (yes, I know—that sounds simple, right?). So while I've been patiently waiting on Father Time to drop off some 36-hour days from the cosmos, I managed to throw …  ( 17 min )

Quick Summary: 📝 Mediabunny is a JavaScript library written in TypeScript for reading, writing, and converting media files directly in the browser. It supports a wide range of formats and codecs, aiming to provide high-performance media operations with zero dependencies and tree-shakable bundling. ✅ Mediabunny enables complex media operations (conversion, trimming, resizing) to run entirely client-side in the browser. ✅ It is built in pure TypeScript with zero dependencies, ensuring maximum performance and a minimal bundle size (highly tree-shakable). ✅ Leverages the WebCodecs API for hardware-accelerated encoding and decoding, resulting in very fast processing times. ✅ Supports streaming I/O, allowing developers to handle very large video and audio files efficiently without memor…  ( 7 min )

Table of Contents Introduction The Evolution of DevOps How AI Is Transforming DevOps Today The Fear: Will AI Replace DevOps Roles? The Rise of Platform Engineering What the Next 5 Years Will Look Like Key Stats & Industry Insights FAQs Key Takeaways Conclusion “AI is a productivity enhancer, not a job eliminator. It helps companies grow and potentially increase hiring.” - Aaron Levie, CEO of Box (source) For years, DevOps has been the heartbeat of modern software delivery, bridging the gap between developers and operations, driving agility, and enabling continuous innovation. But now, a new force is shaking up the industry: Artificial Intelligence (AI). From AIOps to AI-driven code assistants, automation is moving faster than ever. It raises a critical question for every DevOps professi…  ( 9 min )

I recently introduced wp-node, which mirrors WordPress core data structures and CRUD operations. Building on that idea, I’ve now developed wp-mcp — a Model Context Protocol (MCP) server for WordPress that exposes your site’s content and settings as AI-accessible primitives. With it, tools like Claude Desktop can draft, edit, and publish posts straight into your database without touching wp-admin — and no PHP or traditional LAMP stack required, just pure MCP and TypeScript. Imagine telling Claude Desktop: “Draft a post called Exploring Headless WordPress and publish it when done.” wp-mcp makes that possible — all through the MCP standard. You can check out the full documentation and setup instructions in the project’s README.md If you find it useful, don’t forget to ⭐️ star the repo! @rna…  ( 9 min )

Open-source automation tools like n8n give teams full control over workflows, hosting, and data. No subscriptions, no limits. Just freedom. But if you’ve ever thought, “Let’s self-host to save money”, you may be in for a surprise. The true cost of self-hosting tools like n8n is rarely visible up front. Infrastructure. Maintenance. Backups. Compliance. Downtime. DevOps. Multiply that by scale, and the monthly overhead often surpasses what you'd pay for a managed SaaS platform like Make or Zapier. Here’s what most teams overlook when going down the self-hosted automation path. Let’s be clear. Open-source tools remove licensing fees, not the total cost of ownership. What you save in subscriptions, you pay in: Developer time and DevOps Cloud infrastructure Monitoring and backups Security ha…  ( 14 min )

In any type of program, we mostly are interested in two different time: Real (Calendar) time: This time is measured from a standard point (generally, UTC, 1 January 1970). Obtaining the calendar time is primarily source of what you see at screen of your computer. Process time: This is the amount of CPU time used by a process. Measuring process time is useful for checking or optimizing the performance of a program or algorithm. Every computer has a dedicated built-in hardware clock that enables the kernel to measure real and process time. To handle real time, the GNU libraries give us many functions as below: These are also function signatures that we use when handling time in the program: time_t time(time_t *tloc); char *asctime(const struct tm *tm); char *ctime(const time_t *timep)…  ( 10 min )

🧩 1. Παράδειγμα Μοντέλων 📘 Παράδειγμα Domain: Στο παρόν παράδειγμα θα κάνουμε χρήση ενός σύστηματος πανεπιστημίου με τις ακόλουθες οντότητες: _- Student StudentProfile → σχέση 1-1 Course → σχέση Ν-Ν (Students ↔ Courses) Department → σχέση 1-Ν (Department ↔ Students)_ Μοντέλα // Domain/Entities/Student.cs public class Student { public int Id { get; set; } public string FullName { get; set; } = null!; public int DepartmentId { get; set; } // Relationships public Department Department { get; set; } = null!; public StudentProfile Profile { get; set; } = null!; public ICollection Courses { get; set; } = new List(); } Εξήγηση Στην κλάση Student εκτός των ιδιωτήτων properties που αφορούν τα χαρακτηριστικά της κλάσης, έχουμε επιπλέον ένα property τύπ…  ( 14 min )

Lots of law firms are shifting client data into the cloud. They’re hoping for better efficiency and lower costs. But here’s the thing: the biggest cloud security mistake you can make is skipping proper data classification and access controls. If you treat super-sensitive legal docs the same as random files, confidential info can slip out way too easily. This mess usually starts with weak identity and access management (IAM). Maybe you’ve got missing encryption rules or barely any activity tracking. When you don’t set clear controls, way too many people can poke around in private client info for no good reason. That’s just asking for trouble. To keep your client data safe, you’ve got to separate the important files from the everyday ones. Control who gets into what, and don’t just hand out …  ( 9 min )

As the leaves turn in the Northern Hemisphere and the tech world hums with the steady rhythm of innovation, October 15, 2025, delivered a slate of developments that underscore the sector's relentless forward momentum. From hardware teases that promise to redefine personal computing to regulatory moves shaking up digital currencies, today's headlines reflect a landscape where ambition meets accountability. We'll dive into the key stories, drawing out what they mean for consumers, businesses, and the broader ecosystem. Apple kicked off the day with a subtle yet tantalizing reveal, hinting at the arrival of its next-generation M5-powered MacBook Pro. In a brief video shared through its developer channels, the company showcased fleeting clips of the device in action its sleek chassis handling …  ( 14 min )

✅ NEW INVENTION COVERAGE PIPELINE COMPLETED SUCCESSFULLY Summary of Results: 1. Invention Article Generation: ✅ SUCCESSFUL - Generated comprehensive invention coverage: Invention Focus: DeepCell's AI-powered microscope platform for digital cell atlases Word Count: 1,776 words Scope: Invention details, technical workings, market potential, competitive landscape, future impact Key Innovation: Label-free cellular analysis using AI and digital cell atlases 2. Publication: ✅ SUCCESSFUL - Published to WordPress with: Post ID: 30112 Status: Published URL: https://www.iankhan.com/revolutionary-ai-powered-microscope-deepcells-digital-cell-atlas-platform-transforms-disease-diagnosis/ Key Content Highlights: Invention Details: Company: DeepCell (Stanford University spin-off…  ( 7 min )

Assim como eu muitos usam esses pacotes de dados mas muitas vezes não sabemos as diferenças e vantagens de cada um, neste artigo espero esclarecer as diferenças. Comparando npm, Yarn e pnpm: Diferenças no Gerenciamento de Pacotes no Node.js No ecossistema JavaScript, o gerenciamento de pacotes é uma parte crucial do fluxo de desenvolvimento. Ferramentas como onpm, Yarn e pnpm são amplamente usadas para facilitar a instalação, gerenciamento e manutenção de dependências de projetos. Cada uma dessas ferramentas possui suas características, vantagens e desvantagens, oferecendo diferentes abordagens para resolver problemas comuns no desenvolvimento com JavaScript. A seguir, vamos explorar as principais diferenças entre o npm, Yarn e pnpm: npm (Node Package Manager) O npm é o gerenciador de paco…  ( 9 min )

Test Your Knowledge: The AI Divergence Quiz 🌍🤖 Have you noticed how AI development is taking radically different paths across the globe? While we’re all building with AI, the rules, values, and approaches differ wildly between America, Europe, and China. I created the AI Divergence Quiz because I kept seeing developers and tech folks surprised when their AI projects hit regulatory walls or cultural friction. The reality is: we’re not building in a unified AI ecosystem anymore—we’re navigating three distinct AI spheres, each with its own philosophy, regulations, and trajectory. This isn’t just academic. Whether you’re: Building AI products for global markets Making architectural decisions about AI systems Following AI policy developments Just curious about where this is all heading …understanding these divergences matters. 12 questions. 3 minutes. Eye-opening insights. The quiz covers: Regulatory approaches (GDPR vs. laissez-faire vs. state control) Ethical frameworks driving AI development Real-world implementations and their consequences Future trajectories of each AI sphere It’s designed to be informative first, challenging second. You’ll learn something regardless of your score. If the quiz sparks your interest, I’ve also written an essay that dives into the nuances of AI divergence—why it’s happening, what it means for developers, and where we might be headed. And for those who want to truly understand these dynamics, I’m running a workshop where we can explore these themes together, discuss implications, and think through strategies for building in this fragmented landscape. Ready to test your understanding of the AI landscape? 👉 [Take the AI Divergence Quiz]https://ai-divergence-quiz.surge.sh/ It takes 3 minutes. You might be surprised by what you learn. What’s your take on AI divergence? Are we heading toward three incompatible AI ecosystems, or will they eventually converge? Drop your thoughts in the comments!  ( 6 min )

When Insights Stay Locked Away When companies grow, data grows too. Every department collects information in different tools, and it can be hard to see the full picture. Sales, marketing, product, and finance all have their own systems, and keeping them connected is not easy. Snowflake is a cloud-based data warehouse that stores and analyzes large amounts of information from many different systems. It helps companies bring data from tools like marketing platforms, analytics systems, or internal apps into one place where everything can be compared and studied together. Snowflake architecture, image from Snowflake Imagine that you can take all the data from Salesforce, like leads, opportunities, and accounts, and combine it with product usage or revenue data from other systems. All of thi…  ( 15 min )

In the fast-paced world of web development, efficiency is key. As a developer working on a Process management system (PMS) for a industrial application, I needed a reliable way to deploy updates seamlessly. Manually deploying changes to production can be error-prone and time-consuming. That's where continuous integration and deployment (CI/CD) comes in. By integrating Firebase Hosting with GitHub Actions, I set up an automated pipeline that builds and deploys my Vue.js app on every pull request and merge. This ensures previews for reviews and live updates without lifting a finger. In this article, I'll walk you through the exact steps I followed to achieve this setup. We'll cover installing tools, authenticating with Firebase and GitHub, initializing the project, and configuring workflows.…  ( 10 min )

Embed Writing clean and maintainable code is essential for any developer, regardless of their level of expertise. Clean code improves readability, enhances collaboration, and makes debugging easier. In the context of TypeScript, a statically-typed superset of JavaScript, clean code becomes even more important to take full advantage of the language's features. Whether you are a beginner or looking to improve your TypeScript skills, here are 10 tricks, along with examples, to help you write super clean code. Use Descriptive Variable and Function Names: // Bad example const x = 5; const y = 10; function fn(a: number, b: number): number { return a + b; } // Good example const width = 5; const height = 10; function calculateArea(length: number, breadth: number): number { return lengt…  ( 7 min )

In my previous post about HandyFEM user flow I used Figma and ChatGPT to create a user flow for may app. This time I asked claude.ai, and I've got a much more complete version. So I asked claude.ai for alternatives to RapidChart, and I decided to give a try to Mermaid. It gave me a good enough result, already more complete than what I've done before, but with less visual references... so I copy/pasted my previous diagram and suggested to integrate both ideas. new diagram: Color-coded: The diagram shows the actual interface elements and navigation flow, making it practical for your developers to reference when building the app! (Disclaimer: I had to iterate a few times in Claude, to get the correct flow, as the admin flow was incomplete). The following image is just an unreadable screenshot for a reference, it was too large to attach in real size: UI/Navigation flow and User journey flow: View fullsize.  ( 6 min )

Beautiful new music making environment! (GRM Atelier) TL;DR Andrew Huang got an exclusive early look at GRM Tools Atelier—a fresh, modular sound playground with wild global controls, a mind-bending modulation system, and tons of audio generators/processors. He walks us through the highlights (see chapters for the 0:57 overview, 5:24 modulation deep-dive, 10:34 generators/processors and final thoughts at 16:31) and shares his honest feedback on why this could be a game-changer for sound design. Along the way he’s dropping all his usual plugs—his plugin Transit, book, course, Patreon perks, Discord link, socials and affiliate gear recs—so you can make music just like him (or at least try!). Watch on YouTube  ( 6 min )

Paris-based rapper Nono La Grinta brings unflinching precision and grit to his performance of “LOVE YOU,” previewing his forthcoming debut project on A COLORS SHOW. Each line lands with raw energy, making it a standout addition to the COLORS platform. Known for its clear, minimalistic stages, COLORSxSTUDIOS gives fresh talent like Nono La Grinta the spotlight they deserve—stream the show, check out the 24/7 livestream, or dive into curated playlists to catch more from this rising artist. Watch on YouTube  ( 6 min )

Indys Blu brings raw emotion to A COLORS SHOW with her single “Saddest Song,” delivering a haunting performance that blends poetic lyrics with soulful vocals. The New Orleans up-and-comer uses the platform’s stripped-back aesthetic to let every note and word cut deep. Catch her latest release and follow her on TikTok and Instagram, and explore COLORS’ curated playlists and 24/7 livestream to discover more boundary-pushing artists. Watch on YouTube  ( 6 min )

Ezra Furman tears into a live take of “Jump Out” at KEXP, recorded on August 13, 2025. Backed by Liz Furman on vocals and guitar, Ben Joseph on keys and guitar, Sam Durkes on drums, Jorgen Jorgensen on bass, and Lilah Larson on guitar, this performance crackles with raw energy straight from the studio. Hosted by Cheryl Waters and engineered by Kevin Suggs (with mastering by Matt Ogaz), the session was captured by a dream team of cameras—Jim Beckmann, Carlos Cruz, Scott Holpainen, Luke Knecht & Ettie Wahl—and edited by Carlos Cruz. Check out more at ezrafurman.com or kexp.org, and join the KEXP YouTube channel for extras! Watch on YouTube  ( 6 min )

Ezra Furman – Submission (Live on KEXP) Ezra Furman and her tight-knit crew—Liz on vocals and guitar, Ben on keys and guitar, Sam on drums, Jorgen on bass and Lilah on guitar—tear through “Submission” in a vibrant live session recorded on August 13, 2025 for KEXP. Hosted by Cheryl Waters and captured by a crack team of engineers and camera operators, the performance is raw, energetic and showcases Ezra’s signature blend of punky riffs and emotionally charged vocals. Behind the scenes, Kevin Suggs handles the audio, Matt Ogaz nails the mastering and Carlos Cruz steers the edit, ensuring every guitar squeal and drum fill hits just right. Catch the full session on KEXP.org or swing by ezrafurman.com for more sonic goodness. Watch on YouTube  ( 6 min )

Circles Around the Sun & Mikaela Davis – “Moonbow” (Live on KEXP) Circles Around the Sun teamed up with harpist/vocalist Mikaela Davis for a dreamy, jam-band twist on “Moonbow,” recorded live at the KEXP studio on August 21, 2025. The lineup features Dan Horne (bass), Mark Levyz (drums), Adam MacDougall (keys), John Lee Shannon (guitar) and Mikaela on harp and vocals, hosted by Troy Nelson with engineering by Kevin Suggs, mixing by Dan Horne, and mastering by Matt Ogaz. A five-person camera crew (Jim Beckmann, Carlos Cruz, Scott Holpainen, Jonathan Jacobson & Luke Knecht) captured the session, with Jim Beckmann handling the edit. Stream the performance at KEXP.org or grab it on Bandcamp, and join their YouTube channel for behind-the-scenes perks! https://circlesaroundthesun.bandcamp.com | http://kexp.org Watch on YouTube  ( 6 min )

Learn how to configure and deploy your Vite + React app with separate Firebase Hosting environments for staging and production. Deploying a React + Vite application to Firebase Hosting is super fast. But how do you deploy both a staging and production version to two separate hosting URLs? In this guide, you'll learn how to: ✅ Configure environment-specific .env files vite build modes and deploy via simple npm scripts Let’s get started. If you’re using Vite and Firebase, your package.json probably looks something like this: { "scripts": { "dev": "vite", "build": "vite build", "preview": "vite preview" }, "dependencies": { "firebase": "^11.6.1", "react": "^19.0.0", "react-dom": "^19.0.0" } } You also have a firebaseConfig.js with the Firebase initialization. …  ( 7 min )

One of the best ways I’ve found to sharpen my frontend development skills is by building real projects, and no better way to do that than with Frontend Mentor. A while back, I built a Newsletter form project where users can sign up for a newsletter (like on a landing page). At first glance, it looked simple, but I ended up learning quite a lot along the way. In this article, I am going to share the challenges I faced and the lessons I learnt while working on this project. Here's the live link and GitHub repo to check it out. Element One of my favorite discoveries was the element. The UI of the form had 2 images, one for desktop and one for mobile, so I needed to display the right image depending on the users screen. One solution might have been to use 2 tags a…  ( 8 min )

It's been a while since I shared my excitement here; I guess I lost it. A semi-automated Let’s Encrypt SSL setup for WordPress on Namecheap, without breaking existing DNS and SSL setups. I had a simple (but tricky) need: My main domain is hosted on Namecheap. My main site and APIs are hosted on Render.com using A records. I wanted to create a blog using WordPress on a subdomain like blog.mydomain.com. I wanted to do this without messing up existing DNS/SSL settings for the main domain and API services. I also needed a valid SSL certificate for the subdomain - even though Namecheap shared hosting doesn’t allow Let’s Encrypt automation. Here's how I did it. While there are dozens of cloud-based WordPress hosting platforms out there (like Kinsta, Cloudways, WP Engine, and even Render itself),…  ( 9 min )

In hospitals across the globe, artificial intelligence systems are beginning to reshape how medical professionals approach diagnosis and treatment. These AI tools analyse patient data, medical imaging, and clinical histories to suggest potential diagnoses or treatment pathways. Yet their most profound impact may not lie in their computational speed or pattern recognition capabilities, but in how they compel medical professionals to reconsider their own diagnostic reasoning. When an AI system flags an unexpected possibility, it forces clinicians to examine why they might have overlooked certain symptoms or dismissed particular risk factors. This dynamic represents a fundamental shift in how we think about artificial intelligence's role in human cognition. Rather than simply replacing human …  ( 23 min )

Hey 👋 This week we're looking at fixing iOS 26’s glassy legibility, design with colour for intent, and add AI‑native metrics plus response‑time guardrails to ship with trust. Enjoy! - Adam at Unicorn Club 🦄 Get the latest edition delivered straight to your inbox every week. By subscribing, you'll: Receive the newsletter earlier than everyone else. Access exclusive content not available to non-subscribers. Stay updated with the latest trends in design, coding, and innovation. Don't miss out! Click the link below to subscribe and be part of our growing community of front-end developers and UX/UI designers. 🔗 Subscribe Now - It's Free! Sponsored by Piccalilli Take your skillset way beyond syntax expertise The JavaScript for Everyone course is now ready and available to transform yo…  ( 8 min )

MGAs 101: The Need For a Specialized Approach Unlike traditional insurers, MGAs operate under delegated authority from carriers, giving them the power to manage entire insurance lifecycle: underwrite, price, and manage policies for niche products. What makes MGAs unique is their hybrid role. They combine the agility and innovation of insurtechs with the regulatory and underwriting backbone of established carriers. MGAs act as intermediaries who bridge the gap between insurers and distribution networks — brokers, agents, or embedded insurance partners — providing niche products that might be too specialized or small-scale for large carriers to manage directly. Their structure enables fast market entry and product experimentation. For example, an MGA can quickly launch new coverage for e…  ( 9 min )

How to Design a Nutcracker Using 3D CAD Software https://www.selfcad.com/tutorials/2o3o5vh1552735602y3a3g53m351453z2a3q Once you’ve launched the editor; https://www.selfcad.com/tutorials) available on the SelfCAD website. The tutorials page provides a treasure trove of guides, tips, and tricks that cater to designers of all levels. https://www.selfcad.com/academy/curriculum/), https://www.youtube.com/@3dmodeling101, and 3D Modeling 101 series (https://www.youtube.com/playlist?list=PL74nFNT8yS9DcE1UlUUdiR1wFGv9DDfTB). This comprehensive resource offers in-depth courses taught by industry experts, allowing you to master the intricacies of SelfCAD at your own pace  ( 8 min )

Keeping up with daily AI updates can be a challenge → new models, tools, and breakthroughs appear almost every day. To simplify this process, we built an AI-powered “Newsletter Agent” using n8n, an open-source workflow automation platform. This agent automatically finds trending AI topics, writes educational newsletters using Google Gemini AI, formats the content, and sends it to subscribers → all without manual work. 🌐 The Concept The idea was to automate daily newsletter creation and delivery → so the system itself handles: ◆ Finding a trending AI topic ◆ Writing the newsletter ◆ Formatting and cleaning the text ◆ Fetching email contacts ◆ Sending the email automatically The result? A fully autonomous digital writer and publisher, powered by n8n + Gemini AI. ⚙️ Workflow Overview T…  ( 8 min )

Is Your Fridge Smarter Than You? Decoding the Magic of the Internet of Things (IoT) Ever walked into your kitchen, only to realize you're out of milk again? Or wished you could preheat your oven on the way home from work? These little daily annoyances might soon be a thing of the past, thanks to a technology that's buzzing in every industry: The Internet of Things (IoT). Imagine a world where everyday objects – from your coffee maker to your car – are connected to the internet and can communicate with each other and with you. Sounds like something out of a sci-fi movie, right? Well, welcome to the present! Is the Internet of Things? Think of the IoT as a giant network of smart devices equipped with sensors, software, and other technologies that allow them to collect and exchange data. …  ( 8 min )

Large Language Models (LLMs) are amazing at writing code — until you start talking to them like a human. A new research paper just revealed the hidden reason — and it perfectly explains why Crevo was built the way it is. To let more people experience Crevo, share a 50% discount code ZCZLELND, valid for 30 days. I. Why Does AI Programming Often Go Off the Rails? In the world of AI-assisted programming, users rarely articulate all their requirements perfectly in one go. Instead, they clarify their needs through an iterative, multi-turn conversation. However, recent research shows that the success rate of Large Language Models (LLMs) drops significantly in multi-turn, underspecified conversations. II. The Research: Full Context Upfront Boosts Accuracy by 35%+ In a May 2025 paper titled “…  ( 8 min )

In a sector fueled by trust and data sensitivity, FinTech applications are on the frontlines of innovation, and cyberattack. The rapid growth and complexity of FinTech platforms have introduced multiple security weaknesses that, if neglected, can lead to significant financial losses, reputational damage, and regulatory complications. Addressing these weaknesses is essential to build resilient, secure applications capable of adapting to evolving threats in 2025 and beyond. Modern FinTech apps handle everything from payments and loan processing to investment management, all while orchestrating complex cloud environments and third-party integrations. These capabilities expose multiple attack vectors to cyber adversaries, who are increasingly sophisticated in exploiting overlooked gaps in se…  ( 9 min )

AWS Glue is an AWS service that helps discover, prepare, and integrate all your data at any scale. It can aid in the process of transformation, discovering, and integrating data from multiple sources. In this blog we have a data source that uploads JSON data files periodically to an Amazon S3 bucket named 'uploads-bucket'. These JSON data files contain log entries. Below is an example of one of the log entries JSON files that are being uploaded to the Amazon S3 bucket named uploads-bucket. { "timestamp": "2025-10-04T10:15:30Z", "level": "ERROR", "service": "authentication", "message": "Failed login attempt", "user": { "id": "4626", "username": "johndoe", "ip_address": "192.168.1.101" }, "metadata": { "session_id": "abc123xyz", "location": "Kathmandu" } }…  ( 8 min )

If you rely on Stoplight for API design, docs, and collaboration, you might be exploring tools that fit today's integrated API workflows. This guide highlights 10 strong Stoplight alternatives in 2025. Each option can improve integrations, reduce costs, or add specialized capabilities for REST, GraphQL, and beyond. Let's dive in. Even though Stoplight continues under SmartBear with ongoing support, teams often explore alternatives to: Improve CI/CD and governance Consolidate tools and lower costs Add AI-assisted validation and testing Match specific workflows (code-first, design-first, or hybrid) The 2025 API tooling landscape is rich with all-in-one platforms and focused doc generators. Our picks prioritize usability, feature coverage, and long-term viability across startups and enterpri…  ( 11 min )

Andrew Huang dives into GRM Tools Atelier, a slick new modular music-making playground released by GRM. He explores its standout global controls, giving you fresh ways to reshape your entire session with a few tweaks. The real showstopper is Atelier’s groundbreaking modulation system—Andrew demos how you can link and morph parameters in wild, rhythmic ways. He also runs through the built-in audio generators and processors before sharing his final thoughts on why this environment could spark your next creative breakthrough. Watch on YouTube  ( 6 min )

Paris-based rapper Nono La Grinta brings serious grit and precision to his uncompromising performance of “LOVE YOU” on A COLORS SHOW, giving us a sneak peek of his upcoming debut project. Catch the full vibe on YouTube, TikTok, and Instagram, and stream it everywhere you get your beats. A COLORS SHOW keeps things minimalistic and crystal-clear, spotlighting standout new artists from around the world without any distractions—just pure, unfiltered music magic. Watch on YouTube  ( 6 min )

Indys Blu Brings Heartbreak to A COLORS SHOW New Orleans songstress Indys Blu delivers a raw, poetic take on her single “Saddest Song,” weaving aching lyrics and soulful melodies into a stripped‐back performance on A COLORS SHOW. The sparse production lets her emotional vocals shine, turning every note into a confession. A COLORS SHOW is all about spotlighting fresh talent in a minimalistic setting, and Indys Blu’s stirring performance is a perfect fit. If you’re craving unfiltered artistry, this one’s not to be missed. Watch on YouTube  ( 6 min )

Ezra Furman rips through a live take of “Submission” in the KEXP studio, captured on August 13, 2025. Hosted by Cheryl Waters, the performance crackles with raw energy and vocal intensity—perfect for anyone craving a front-row seat to indie rock magic. Backing Ezra up is a tight crew: Liz Furman on vocals and guitar, Ben Joseph on keys and guitar, Sam Durkes on drums, Jorgen Jorgensen on bass and Lilah Larson on guitar. Behind the glass, Kevin Suggs handled audio engineering, Matt Ogaz mastered the track, and a team of camera operators (Jim Beckmann, Carlos Cruz, Scott Holpainen, Luke Knecht & Ettie Wahl) plus editor Carlos Cruz made sure every moment hit just right. For more Ezra and all things KEXP, head over to ezrafurman.com or kexp.org. Watch on YouTube  ( 6 min )

Indigo De Souza – “Always” Live on KEXP Indigo De Souza delivers a raw, heartfelt rendition of “Always” recorded live in the KEXP studio on August 31, 2025. Backed by Landon George on bass, Maddie Shuler on guitar, keys, and vocals, and Lila Richardson on drums, her intimate performance blends driving riffs with delicate vocal moments, capturing all the energy and emotion she’s known for. The session was hosted by Ashley McDonald, engineered by Kevin Suggs, and mastered by Matt Ogaz. Camera work by Jim Beckmann, Carlos Cruz, Scott Holpainen, and Emma Juncosa, with editing by Carlos Cruz, brings every close-up and take into crisp focus. Check out more at indigodesouza.com and kexp.org—and support the channel for perks on YouTube! Watch on YouTube  ( 6 min )

Indigo De Souza – “Be Like The Water” Live on KEXP Indie firebrand Indigo De Souza took over the KEXP studio on August 31, 2025, for a stripped-down, soul-stirring rendition of “Be Like The Water.” Backed by Landon George on bass, Maddie Shuler on guitar/keys/vocals and Lila Richardson on drums, she pours raw emotion into every note under host Ashley McDonald’s laid-back guidance. Audio engineer Kevin Suggs and mastering whiz Matt Ogaz keep things crystal clear, while Jim Beckmann, Carlos Cruz, Scott Holpainen & Emma Juncosa’s cameras (and Cruz’s deft editing) capture all the magic. Want more? Dive into Indigo’s universe at indigodesouza.com or stream the full session at kexp.org. If you’re feeling generous, join the YouTube channel for exclusive behind-the-scenes perks! Watch on YouTube  ( 6 min )

Indigo De Souza delivers a dreamy, raw take on “Not My Body” in a KEXP studio session recorded August 31, 2025. Backed by Landon George (bass), Maddie Shuler (guitar/keys/vocals) and Lila Richardson (drums), her emotive vocals and guitar interplay create an intimate, unforgettable vibe. Hosted by Ashley McDonald and sonically shaped by audio engineer Kevin Suggs and mastering engineer Matt Ogaz, the session was filmed with a four-camera setup (Jim Beckmann, Carlos Cruz, Scott Holpainen & Emma Juncosa) and edited by Carlos Cruz. Dive into the full performance on KEXP.org or visit indigodesouza.com for more. Watch on YouTube  ( 6 min )

Indigo De Souza took over KEXP’s studio on August 31, 2025, delivering a raw, electrifying rendition of “Heartthrob.” She’s backed by Landon George on bass, Maddie Shuler on guitar/keys/vocals, and Lila Richardson on drums, making for a spirited in-studio jam. Hosted by Ashley McDonald and sonically sculpted by Kevin Suggs (audio) and Matt Ogaz (mastering), this session was filmed by Jim Beckmann, Carlos Cruz, Scott Holpainen & Emma Juncosa and edited by Carlos Cruz. Catch the full performance on KEXP.org, peep more at indigodesouza.com, and join the YouTube channel for exclusive perks! Watch on YouTube  ( 6 min )

My Thoughts on Rush’s NEW Drummer I dive into one of my all-time favorite bands, Rush, and share my take on their big new drummer announcement—complete with the official YouTube reveal and a nod to the insanely talented Anika Nilles (check her out on Instagram!). Huge shout-out to all my Beato Club supporters—Justin, Terence, Jason M., Lucienne, Alexander, Jason W., Todd, Rob, Nicholas, Tim, Leonardo, Eddie, David, Michael, Stephen, Colin, Jonathan, Patrick, Matthew K., Matthew B., Shaun, Danny, Gregory, Sean, Alexander V., CL, Jason P., John, Margaret, Robert C., David C., Eric F., Reto, Moritz, Monte, Jon, Peter D., Eric N., Eric B., Rich, Brian, Peter P., Piush and Toby—thanks for keeping the music alive! Watch on YouTube  ( 6 min )

Is There Anything Bumblefoot Can’t Play? …No! Guitar wizard Ron “Bumblefoot” Thal dives into his decades-long journey, from shredding unexpected scales to crafting signature tone tricks, and gives us a peek at the gear and mindsets powering his current projects. He wraps it up with a big shoutout to his My Beato Club supporters for fueling every riff and experiment along the way. Watch on YouTube  ( 6 min )

Justin Hawkins—best known for founding the rock band The Darkness—opens up in a new interview titled “Justin Hawkins Isn’t Afraid To Talk Sh*t,” tracing his wild ride from fronting a chart-topping group to building a loyal online following. He dives into the highs and lows of life on the road, what drove him to pivot into video content, and why honesty (and a bit of cheekiness) is his secret sauce. Today you’ll find him rocking out as @JustinHawkinsRidesAgain on YouTube, serving up candid takes and behind-the-scenes stories. Big shout-out to his My Beato Club supporters for keeping the party rolling! Watch on YouTube  ( 6 min )

The terminal used to be the ultimate interface. Then came GUIs. Then web apps. Then mobile. Each shift changed what it meant to be a developer—what skills mattered, what problems we solved, how we thought about users. We're in the middle of another shift. And most developers are preparing for the wrong future. Everyone's talking about AI replacing developers or AI making developers 10x more productive. But that's not the game-changing shift. The real transformation is this: the next generation of interfaces won't be visual or conversational—they'll be cognitive. And building cognitive interfaces requires a completely different skillset than anything we've developed before. A visual interface shows you options and you pick one. A conversational interface lets you describe what you want in n…  ( 12 min )

How to Generate Future Forecasts for Your Business Using Tableau Vamshi E ・ Oct 15 #webdev #programming #ai #javascript  ( 5 min )

Introduction In this article, we’ll explore the origins of forecasting, understand how Tableau’s forecasting models work, and dive into real-world applications and case studies that demonstrate how forecasting can help organizations stay ahead of the curve. Origins of Forecasting Their method focused on capturing three essential components of time series data: Trend – The overall upward or downward direction in data over time. Seasonality – Regular, predictable variations such as quarterly or yearly cycles. Residual – Random fluctuations or deviations that cannot be explained by trend or seasonality. This model became foundational for modern forecasting techniques and continues to power tools like Tableau, which automatically applies this algorithm to generate predictions for future data p…  ( 10 min )

Quick Summary: If you have a Shopify website, a back-in-stock app lets customers sign up for notifications to be alerted when an item they wanted comes back in stock! This can help you recover lost sales and get those shoppers back into the store. By the way, the top five apps we cover are SB Coming Soon Product-PreSale, Notify! Back in Stock|PreOrder, Back In Stock Notify Me: Kbite, Preorder Back In Stock - STOQ, and Preorder Back in stock Duck. They all have easy setup, custom alerts, demand tracking tools, etc. You can increase your revenue by 10-20% by utilizing one of these back-in-stock apps with no additional ads. Pick the one that works for your store size and needs - email or SMS alerts. Out-of-stock situations are inevitable at every online store. It is impossible to avoid. Our p…  ( 14 min )

The most valuable stories of our era are increasingly born on the web—then disappear in a redesign, a policy change, or a sunset announcement. That’s why hands-on, high-fidelity archiving matters. Instead of relying only on crawlers, treat preservation like fieldwork: you visit a site, you interact with it, and you bring back a verifiable record. Mid-page interactions, paywalled flows, embedded media—these are part of the artifact. As this practitioner’s guide shows, the difference between “saved” and preserved is whether the experience actually replays later, intact and legible. We live in a fragile information ecosystem. Links rot. Interfaces change. “Live” pages silently rewrite history. If your work touches journalism, cultural memory, open-source projects, public policy, or product de…  ( 9 min )

Business in 2025 looks very different than it did just a few years ago. The changes aren't flashy or loud. They're often invisible, happening in the background. But they’re real, and they’re affecting how people work, communicate, and make decisions. At the center of all this? Smart use of automation tools. If you're running a business or even managing a small team, you’ve probably noticed how tasks that used to take hours are now wrapped up in minutes. That’s no accident. The shift toward using workflow automation tools and Business Process Automation Services is making a real dent in how companies handle operations. So let’s talk about how this all works. No fluff. No overused buzzwords. Just a real look at how automation and AI tools are changing business workflows — and what it means f…  ( 10 min )

In daily office automation or system report development, it's often necessary to convert Excel files to PDF for archiving, printing, or sharing. A common challenge developers face is: how to achieve high-fidelity Excel to PDF conversion without installing Microsoft Office? This article introduces how to use Spire.XLS for .NET to accomplish this. The library provides standalone Excel processing capabilities, accurately preserving cell styles, table layouts, charts, and images, allowing high-quality Excel to PDF conversion without relying on Office. First, install the Spire.XLS library in your project via NuGet: Install-Package Spire.XLS Then, include the namespace in your code: using Spire.Xls; Spire.XLS provides the Workbook class for loading, editing, and exporting Excel files, supporti…  ( 7 min )

Dalam pembuatan sebuah website, sangat penting untuk memperhatikan performa agar memiliki user experience yang baik bagi pengguna. Debouncing merupakan salah satu teknik yang penting untuk melakukan optimisasi performa web. Cara kerjanya adalah dengan menambahkan logic agar web tidak secara terus menerus melakukan hit api ketika ada perubahan input atau mendapat interaksi dari user. Salah satu use case penggunaan debouncing adalah search bar interaktif dimana user ingin langsung mendapatkan hasil search secara langsung tiap kali mengetikkan nilai pada form, tanpa perlu menekan tombol search. Namun hal ini dapat mengakibatkan perlunya untuk hit API secara terus menerus sehingga dinilai tidak efektif. Maka dari itu, pada post kali ini kita akan membahas bagaimana cara implementasi fitur sea…  ( 7 min )

Magento 2.4.8, rolled out in October 2024, introduces a string of enhancements emphasizing performance, security, and platform compatibility. This new release guarantees that merchants and developers can leverage cutting-edge technologies such as PHP 8.3 without jeopardizing the stability of their e-commerce transactions. Let us discuss the major enhancements and what they mean for developers and store owners. PHP and Compatibility Upgrades Magento 2.4.8 introduces support for both PHP 8.2, PHP 8.3. This will bring better performance, faster execution, and improved memory management. The platform also upgrades PHPUnit to version 10, aligning with modern testing standards. On the database front, Magento 2.4.8 adds support for MySQL 8.4 and MariaDB 11.4, to offer faster query performance and…  ( 7 min )

Here are two reliable ways to control a brushed DC motor with Arduino—one-direction speed control (simplest) and full direction + speed with an H-bridge. Option A — One direction (speed only) with a logic-level N-MOSFET Use when: you just need on/off + speed control. Parts Arduino (Uno/Nano/etc.) Logic-level N-MOSFET (e.g., IRLZ44N, IRLZ34N, AOZ1282 equivalent; not IRFZ44N) Flyback diode (e.g., 1N5819/SS14 or 1N5408) 100 Ω gate resistor, 10 kΩ gate-to-GND resistor Motor + external motor supply (e.g., 6–12 V) Wires; optional 100 µF bulk capacitor across motor supply Wiring Motor + ─────────── +VMOTOR (battery/PSU) Motor − ──•── D (MOSFET) | S (MOSFET) ─── GND (shared with Arduino) G (MOSFET) ── 100Ω ── D9 (PWM) └─ 10kΩ ── GND (pull-dow…  ( 7 min )

Small teams don’t win by being louder; they win by being more legible. A simple way to become legible is to leave a trail people can check — docs, a status page, and even a neutral reference like this technical community profile — so partners and users can verify who you are before they ever file a ticket. Shipping isn’t just pushing code; it’s teaching your product to behave in the real world. For a small team, the “OS” is a set of habits that make your behavior predictable: how you decide, how you release, and how you recover. Predictability compounds. When people can anticipate your next move, they rely on you. When you can anticipate your own next move, you move faster without drama. Start from constraints, not aspirations. You have limited reviewers, limited on-call coverage, and limi…  ( 9 min )

Your application was working fine yesterday. Today? nginx 400 bad request everywhere. No obvious changes. No deployment. Just errors. Welcome to the club. The server understood the request syntax but refuses to process it. That's the official line. In practice, nginx throws 400 for dozens of reasons, and most error messages tell you absolutely nothing useful. "Bad Request" could mean malformed headers, oversized cookies, invalid characters in the URL, timeout issues, proxy misconfigurations... the list goes on. Without proper logging, you're guessing. A video streaming platform pushed a minor frontend update Friday at 6 PM. By 6:47 PM, nginx 400 errors spiked from 0.2% to 34% of requests. Revenue dropped $4,800 per hour. The culprit? Their new analytics library sent custom headers with une…  ( 13 min )

Recently, Playwright introduced Playwright Agents. In short, it’s an AI-driven companion integrated into VS Code (and also supported in Claude Code and OpenCode) that can plan, generate, and heal your Playwright tests — right inside your IDE. To get started, all you need is the latest VS Code and an updated Playwright version. Then just run: npx playwright init-agents --loop=vscode After setup, you’ll see three agents available in your Copilot Chat dropdown: Planner – generates a test plan with ideas and user flows Generator – creates the actual spec files Healer – fixes and stabilizes flaky tests 🧭 Step 1 — Planner: “Let’s brainstorm the test plan” When I first tried the Planner, I typed something simple like: Explore and generate a test plan for … It generated…  ( 7 min )

Hey there! I am glad you ended up here. Look, I've tried every productivity hack under the sun, and most of them? Complete garbage. But the ones I'm about to share? These actually work. And I'm using them right now as I write this. I like to be productive and who doesn't? But wtf is productivity in the first place? Here's the thing most people get wrong: productivity isn't about grinding 16 hours a day or having 47 tabs open while pretending to multitask. It's about doing things more efficiently or better yet, doing repetitive things more efficiently. And no, efficiency isn't just speed. It's about finding the best approach to get the best possible result. Sometimes that means slowing down to automate something that'll save you hours later. Since we have gone through some of the basics, l…  ( 10 min )

GBQ Talentcrowd Fraud Investigation: What the Public Needs to Know Felix Ellington ・ Oct 15 #corporatefraud #investigation #whitecollarcrime #technews  ( 6 min )

Let’s start by making sure we’re on the same page. Authentication is the process of verifying a user’s identity — confirming that they are who they claim to be when accessing a system. It's one of the fundamental pillars of security — without it, access control wouldn’t exist and anyone could technically access pretty much any system. In the physical world, we see authentication every time we present our ID at an airport, a conference, at a hotel, or to do some paperwork with the government. That ID serves as a standard form of proving who we are as it includes our full name and a picture of us. The same concept applies in the digital world: before granting access to a system, we need to prove we are who we say we are. Today, I’m going to walk you through some of the main authentication…  ( 9 min )

LangChain applications fail differently than traditional web apps. A single user request can trigger 15+ LLM calls, cost $5 in tokens, and fail silently without throwing errors. One team discovered a $12,000 OpenAI bill caused by a recursive chain with no monitoring. This guide shows how to implement observability for LangChain applications, giving you complete visibility into performance, costs, and errors before they impact your users or budget. Traditional web application monitoring focuses on HTTP requests, database queries, and server resources. But LangChain applications introduce entirely new failure modes and cost structures that standard monitoring tools miss. Cost Explosion Risk Unlike regular web apps where compute costs are predictable, LangChain applications have variable cost…  ( 17 min )

As bidders, we’ve all been there. The tender comes out and we flick to the response requirements. There are 20 questions. Most of the questions ask you to: ‘Describe in detail’ (or other similar openings) X, Y or Z process, followed by a list of 10 bullet points, which ‘should include but are not limited to…..’ You read to the end of the question and the criteria states: ‘Answers should not exceed 750 words’. The question is almost as long as the space available to answer. Your first instinct is to raise a clarification to request more space to answer the question, pointing out that this extra space will enable bidders to demonstrate the value they can provide to the client’s organisation. The buyer rejects your request, stating, “bidders have sufficient space to provide a response” and ad…  ( 6 min )

Beautiful new music making environment! (GRM Atelier) Andrew Huang got an early peek at GRM Tools’ brand-new Atelier, walking through its unique global features, a seriously next-level modulation system, and all the cool audio generators and processors tucked inside. He breaks it down in chapters—intro & background, feature overview, modulation deep dive, audio modules and final thoughts. Along the way he thanks GRM for early access, plugs his own plugins, book, course and Patreon, and tosses in a heap of affiliate links to his favorite gear, software and streaming profiles—basically everything you need to jump in and start making new sounds. Watch on YouTube  ( 6 min )

Nono La Grinta, a Paris-based rapper, brings serious precision and grit to his performance of “LOVE YOU” on A COLORS SHOW—this track’s lifted straight from his upcoming debut project. Catch the full video, stream the song across all platforms, and keep up with him on TikTok and Instagram for more raw bars. COLORSxSTUDIOS is all about minimal vibes and maximum focus, spotlighting the freshest talent on a clear stage. Dive into their curated playlists, tune into the 24/7 livestream, and follow COLORS for more standout music moments. Watch on YouTube  ( 6 min )

Indys Blu – Saddest Song | A COLORS SHOW On A COLORS SHOW, New Orleans artist Indys Blu delivers an intimate, soul-stirring rendition of her single “Saddest Song,” where every note drips with heartbreak and poetic flair against a clean, minimalistic backdrop. It’s a masterclass in channeling raw emotion without any distractions. As part of COLORS x STUDIOS’ globally curated platform, this performance joins playlists and a 24/7 livestream that shine a spotlight on emerging talent—stream it and dive into the vibe. Watch on YouTube  ( 6 min )

Ezra Furman and her band stormed the KEXP studio on August 13, 2025, for a blistering live take of “Jump Out.” With Liz Furman on vocals and guitar, Ben Joseph adding keys (and a second guitar), Sam Durkes laying down drums, Jorgen Jorgensen on bass and Lilah Larson on guitar, the session crackles with raw energy from start to finish. Host Cheryl Waters guides you through every riff, while Kevin Suggs (audio) and Matt Ogaz (mastering) keep the sound tight. A multi-camera shoot led by Jim Beckmann, Carlos Cruz, Scott Holpainen, Luke Knecht & Ettie Wahl (edited by Carlos Cruz) captures every sweaty moment. Check out more at ezrafurman.com or tune in at kexp.org—and don’t forget to join the YouTube channel for extra perks! Watch on YouTube  ( 6 min )

Ezra Furman – “Veil Song” (Live on KEXP) Ezra Furman rolled into KEXP’s Seattle studio on August 13, 2025, to drop a fiery live take on “Veil Song.” Backed by Liz Furman (vocals/guitar), Ben Joseph (keys/guitar), Sam Durkes (drums), Jorgen Jorgensen (bass) and Lilah Larson (guitar), the band effortlessly blends raw energy with dreamy hooks. Host Cheryl Waters keeps the chat flowing while audio engineer Kevin Suggs and mastering whiz Matt Ogaz polish every note. A crack camera team (Jim Beckmann, Carlos Cruz, Scott Holpainen, Luke Knecht & Ettie Wahl) and editor Carlos Cruz capture all the magic. Dive deeper at ezrafurman.com or kexp.org. Watch on YouTube  ( 6 min )

Ezra Furman – “Submission” Live on KEXP Ezra Furman and his band tear through “Submission” in a live KEXP studio session recorded on August 13, 2025. The lineup features Liz Furman on vocals and guitar, Ben Joseph on keys and guitar, Sam Durkes on drums, Jorgen Jorgensen on bass, and Lilah Larson on guitar. Behind the scenes, Cheryl Waters hosts, Kevin Suggs handles audio engineering, and Matt Ogaz masters the track. A talented camera crew (Jim Beckmann, Carlos Cruz, Scott Holpainen, Luke Knecht & Ettie Wahl) captured the action, with Carlos Cruz on editing. For more, visit ezrafurman.com or kexp.org, and join their YouTube channel for exclusive perks. Watch on YouTube  ( 6 min )

In today’s fast-evolving digital economy, financial technology (FinTech) applications have transformed the way individuals and businesses manage money. From mobile payments to digital wallets, investment tracking, and peer-to-peer lending, FinTech apps are driving financial inclusion and convenience on a global scale. However, with this rapid adoption comes the growing challenge of data protection and regulatory compliance. Security is not just a feature for FinTech apps—it’s a necessity. React Native, one of the most popular cross-platform frameworks, has become a preferred choice for developing FinTech solutions. Its ability to deliver near-native performance, faster development cycles, and a shared codebase for iOS and Android makes it ideal for building modern, scalable financial appli…  ( 9 min )

When I started working with FastAPI, I used to think backend development was mostly about writing APIs that send and receive data. In my projects, I use SQLAlchemy as the ORM, it gives the structure and flexibility of SQL but lets me write it in Pythonic style. One thing I’ve learned over time is that performance doesn’t just come from database design ,it also comes from how you handle the data after fetching it. I also make sure to test every possible edge case ,especially when multiple joins or nested data are involved. And to make everything clean and consistent, I rely on Pydantic models. Looking back, I’ve come to appreciate how databases quietly hold everything together. The API might be the face users see, but the database is the mind organizing, validating, and powering every single interaction behind the scenes.  ( 6 min )

You know how every Spring Boot exception has its own personality? Always excited, always running, and then — BAM 💥 — crashes into the wall because something wasn’t initialized. Description: Friendly and everywhere, but if you forget to check for null… it’ll take the whole app down. Super loyal, but very strict about rules. If even one bean is missing or misconfigured, it’ll bark at you like: “WHO REGISTERED THIS CLASS WITHOUT @Component?” Loud, angry, and usually triggered by something tiny — like an extra comma in your JSON. Mood: “I can’t read this! What is this malformed request body you’ve sent me?!” Doesn’t move. Doesn’t care. Will not let you insert duplicate values into that column no matter how nicely you ask. Vibe: “Primary key means ONE, hooman. ONE.” Loves running in circles. You can fix it ten times, and it’ll still find another way to chase its own tail. You think you’ve seen them all, but every one looks slightly different. Always appears right before you deploy something important. Spots everywhere (logs, stack traces, everything). Shows up late to the party, starts sniffing around the database long after the session is closed. Quote: “Wait, where’s the EntityManager? I just wanted to fetch the relationships!” Tries its best, runs the fetch query, comes back with nothing… still happy though. Which one do you think should be here in the list? 😀  ( 6 min )

In the fiercely competitive app store landscape, thousands of new apps launch daily. "Even the finest wine fears a deep alley" — while your app boasts outstanding features and sleek design, it's all for naught if nobody downloads it. This reality has made "Buy App Install" a go-to strategy for developers and marketers to quickly attract users and dominate app charts. Target your audience: The advertising platform has a powerful targeting feature that allows you to target ads based on location, age, gender, interests, and even user behavior to ensure that your app is shown to the people most likely to be interested in it. Goal first: Make it clear what you are buying and installing —— to rank, test the market, or acquire paying users? Different goals determine different delivery strategies …  ( 8 min )

Overview: I've built a 1-on-1 & Group Video Call App using ZEGOCLOUD + HTML, CSS, and JavaScript - and you can too, in just 10 minutes! ⏱️ ✅ Watch Live Preview 👉👉 Video Call App 🚀 In this tutorial, you'll learn how to build a video call app with ZEGOCLOUD using HTML, CSS, and JavaScript - in just 10 minutes! We'll cover everything step by step: ✅ Create a 1-on-1 Video Call App (like WhatsApp / FaceTime calls) ✅ Build a 1-to-Many Group Video Call App (like Zoom / Google Meet) ✅ Add screen sharing functionality ✅ Test with multiple participants in real time ZEGOCLOUD is a cloud-based platform that provides real-time communication and live streaming solutions, helping developers integrate audio, video, and interactive live streaming features into their applications. The ZEGOCLOUD UI Kit …  ( 7 min )

Run Nextcloud AIO sudo docker run -d \ --init \ --sig-proxy=false \ --name nextcloud-aio-mastercontainer \ --restart always \ --publish 8090:8080 \ --env APACHE_PORT=11000 \ --env APACHE_IP_BINDING=0.0.0.0 \ --env APACHE_ADDITIONAL_NETWORK="" \ --env SKIP_DOMAIN_VALIDATION=false \ --volume nextcloud_aio_mastercontainer:/mnt/docker-aio-config \ --volume /var/run/docker.sock:/var/run/docker.sock:ro \ --env NEXTCLOUD_DATADIR="/mnt/ncdata" \ ghcr.io/nextcloud-releases/all-in-one:latest When opening the document, an error may occur: https://sdk.collaboraonline.com/docs/installation/Proxy_settings.html server { listen 443 ssl; server_name cloud.example.com; ssl_certificate /path/to/certificate; ssl_certificate_key /path/to/key; # Nextcloud Web Serve location / { root …  ( 6 min )

Introduction In today’s technology-driven world, learning to code is no longer just a hobby—it’s a crucial skill that opens doors to countless career opportunities. From software development to data analytics, web development, and automation, programming is at the core of innovation. However, for Telugu-speaking beginners, most programming tutorials are in English, which can make learning intimidating and confusing. The Vibe Coding Course in Telugu addresses this challenge by providing step-by-step lessons in Telugu, empowering learners to understand coding concepts clearly and apply them effectively. In this article, we’ll explore how the Vibe Coding Course in Telugu helps learners build their first project with confidence, gain practical skills, and develop a solid foundation for future …  ( 9 min )

` 🩺 Best Varicose Vein Treatment in Delhi Discover Advanced Vascular Care with Dr. Tapish Sahu Understanding Varicose Veins and Their Impact What Are Varicose Veins? Varicose veins are swollen, twisted veins that commonly appear on the legs due to poor blood circulation. They develop when vein valves become weak or damaged, causing blood to pool instead of flowing smoothly back to the heart. Though they may start as a cosmetic concern, untreated varicose veins can lead to serious complications like ulcers, swelling, or deep vein thrombosis (DVT). Common Symptoms You Shouldn’t Ignore Heaviness, pain, or swelling in legs Visible dark purple veins Night cramps and itching Skin discoloration and reduced mobility <…  ( 8 min )

In today’s fast-paced business world, collaboration tools are everywhere. Slack, Microsoft Teams, and Discord have popularized channels as the backbone of digital communication. Yet, while channels organize conversations by topic, department, or project, they often fall short when it comes to context, actionable insights, and real-time productivity. Enter Pulses — a revolutionary way to rethink collaboration from the ground up. The Limitations of Channels come with challenges: Fragmented context: **Threads are scattered, important files are buried, and decisions get lost in the noise. New team members often need to dig through months of channel history to understand context. Information silos: Critical knowledge may live only in chat threads, inaccessible to those who need it most. What Are Pulses? Capture the full context of projects in one place. How Pulses Improve Productivity Centralized Knowledge: Every conversation, document, and task is stored in a single location. Your team spends less time hunting for files and more time executing. Actionable Conversations: Pulses automatically highlight decisions, assign action items, and track deadlines, reducing the need for follow-ups and status meetings. Instant Onboarding: New hires can access the full history of a Pulse, getting up to speed in minutes instead of days. Context-Rich Communication: Pulses allow AI-powered summarization and tagging, making every interaction searchable and meaningful. Reduced Noise: Instead of drowning in notifications across multiple channels, teams focus on what matters most — the work itself. Pulses vs. Channels: A Side-by-Side Comparision Why Teams Are Switching to Pulse-Based Workspaces Modern teams crave productivity, clarity, and speed. Pulses provide all three. By replacing traditional channels with Pulse-driven workspaces, companies can: Reduce wasted time hunting for information. Conclusion **Address — Company Name — Nexy Location- Netherlands Website — https://nexy.works/**  ( 7 min )

For decades, the screen has been a rectangle. From our first televisions to our modern smartphones, this shape has been the unchallenged standard. But as technology and design evolve, so do our expectations for form and function. Enter the Round TFT LCD—a display that is breaking the mold, quite literally, and enabling a new wave of innovative product design. If you're an engineer or designer working on a next-generation device, understanding this technology is no longer a niche interest; it's becoming a critical part of the toolkit. Let's break down the name: TFT (Thin-Film Transistor): This is the technology behind the screen itself. A TFT LCD is an active-matrix LCD where each pixel is controlled by one to four transistors. This allows for higher contrast, quicker response times, and be…  ( 8 min )

Today, organizations and individuals rely heavily on AI video conferencing tools, Zoom AI, Krisp, AI meeting assistant to connect, collaborate, and drive productivity regardless of geographical boundaries. These advanced tools are not just replacing traditional video calls but are redefining what we expect from online interactions—bringing smarter, more efficient, and more engaging experiences to the table. This comprehensive exploration delves into how AI video conferencing tools are reshaping workflows, enhancing user experience, and paving the way for future innovations. From the core functionalities of Zoom AI and Krisp to the broader ecosystem of AI meeting assistants, we analyze current trends, compare leading tools, address privacy concerns, and forecast future developments. Join us…  ( 11 min )

Cybersecurity in banking is critical in today’s digital-first era, where online transactions and digital wallets expose banks to cyber threats like hacking, fraud, and phishing. For graduates, this creates strong career opportunities at the intersection of finance and technology. Roles such as cybersecurity analysts, ethical hackers, and information security officers are in high demand to protect sensitive data, ensure secure digital transactions, and maintain customer trust. Institutions equip students with practical skills in risk management, threat detection, and regulatory compliance, preparing them for future-ready careers in banking cybersecurity.  ( 6 min )

Encryption Decryption Hashing GUID (Globally Unique Identifier) Clear Text / Cipher Text Codex Keygen (Key Generator) Digital Signature SSL/TLS End-to-End Encryption (E2EE) Examples: Encryption: Converts readable data into coded form to protect it. 🔹 Example: A credit card number 4111-1111-1111-1111 becomes unreadable like A93F7B1C... before being stored. • Decryption: Reverses encryption using the correct key so the data becomes readable again. 🔹 Example: When you log in, your browser decrypts the data received from the server using a secure session key. • Hashing: A one-way process that turns any data into a fixed-length value — used to verify data integrity. 🔹 Example: "Password123" → ef92b778bafe771e89245b89ecbc08a44a4e166c06659911881f383d4473e94f (SHA-256). • G…  ( 8 min )

Website Demo : https://hireco.intelix.fun/ https://github.com/nesnyx/Hireco-AI Currently i joined Hackthon and i build this app. Building an AI Scoring System for Smarter and More Transparent CV Screening Recruitment can be exhausting — hundreds of CVs come in, and HR teams have to manually scan each one just to find a few strong candidates. “Can an AI objectively evaluate CVs based on job criteria — and still explain its reasoning transparently?” That question became the foundation for my latest project: Analyze CVs (PDF/Text) Score candidates against custom job criteria Explain the reasoning behind each score Store results in a structured database Allow candidate comparison within the same job posting System Architecture Overview The system is designed with modular and scalable component…  ( 7 min )

Beautiful new music making environment! (GRM Atelier) Andrew Huang got early access to GRM Tools’ new Atelier plugin suite, helped shape it with feedback, and put together a demo video. He explores Atelier’s global features, a groundbreaking modulation system, and all the built-in audio generators and processors. Chapters walk you through the intro, overview, modulation deep-dive, sound creation and processing, then wrap up with final thoughts. As always, Andrew drops links to subscribe, his gear and software recs, Patreon perks, socials, and timestamps for each section. Watch on YouTube  ( 6 min )

When building a machine learning model, accuracy is always the main goal. But a single model often struggles to perform well across all kinds of data. This is where Ensemble Learning in Machine Learning makes a huge difference. Ensemble learning combines predictions from multiple models to produce better, more stable results. It’s like teamwork — each model contributes its own strengths, and together, they achieve higher accuracy and fewer errors. 🔍 What Is Ensemble Learning? Ensemble learning is a technique that merges several machine learning models to make a final decision. Instead of depending on one model, it averages or votes across multiple models for a more balanced outcome. A simple example: a jury’s decision in court. One person might make a mistake, but a group is more likely to reach the right verdict. ⚙️ Types of Ensemble Learning Bagging (Bootstrap Aggregating) Trains multiple models in parallel on different samples of the dataset. Helps reduce variance and overfitting. Example: Random Forest. Boosting Trains models one after another, where each new model fixes the previous one’s mistakes. Example: AdaBoost, Gradient Boosting, XGBoost. Stacking Combines outputs from different models using a meta-model that learns how to merge them effectively. 🚀 Why Use Ensemble Learning? Improves model accuracy Reduces overfitting Works well on noisy datasets Balances bias and variance Many real-world systems — from Netflix’s recommendations to Google’s search results — rely on ensemble methods for smarter predictions. If you’re exploring machine learning, try implementing Bagging or Boosting in your next project. Even simple learners like decision trees can perform far better when combined. For hands-on learning and real-world AI projects, check out Ze Learning Labb’s training programs in Data Science, Machine Learning, and Analytics.  ( 6 min )

Nono La Grinta – “LOVE YOU” on A COLORS SHOW Paris-based rapper Nono La Grinta turns up the heat with a laser-focused, gritty performance of his new track “LOVE YOU,” teasing what’s to come on his debut project. The minimalistic COLORS stage lets every razor-sharp lyric and raw emotion shine without distractions. COLORSxSTUDIOS stays true to its mission of spotlighting fresh, boundary-pushing talent from around the globe. Catch the full performance and follow Nono La Grinta on TikTok and Instagram, or dive into COLORS’ 24/7 livestream and curated playlists for more cutting-edge sounds. Watch on YouTube  ( 6 min )

Indys Blu brings raw emotion to A COLORS SHOW with her single “Saddest Song,” weaving poetic reflections on heartbreak over a stripped-back, spotlight-on-voice setup. COLORS, the minimalist music platform celebrated for showcasing unique new artists, pairs her performance with curated playlists, 24/7 livestreams, and easy links to follow Indys Blu and dive deeper into fresh sounds. Watch on YouTube  ( 6 min )

Ezra Furman and band deliver a captivating live take on “Power Of The Moon” at KEXP’s Seattle studio, recorded August 13, 2025. Backed by Liz Furman (vocals, guitar), Ben Joseph (keys, guitar), Sam Durkes (drums), Jorgen Jorgensen (bass) and Lilah Larson (guitar), Ezra’s electric performance is captured by host Cheryl Waters with audio engineering by Kevin Suggs and mastering from Matt Ogaz. Multiple cameras—Jim Beckmann, Carlos Cruz, Scott Holpainen, Luke Knecht and Ettie Wahl—document every moment, expertly edited by Carlos Cruz. Dive into the full experience on KEXP or visit ezrafurman.com for more. Watch on YouTube  ( 6 min )

Ezra Furman lights up the KEXP studio with a raw, rousing take on “Jump Out,” recorded live on August 13, 2025. Backed by her tight-knit crew—Liz Furman on vocals and guitar, Ben Joseph on keys and guitar, Sam Durkes on drums, Jorgen Jorgensen on bass, and Lilah Larson on guitar—she brings unstoppable energy to every note. Hosted by Cheryl Waters and captured by a five-camera team, the session was mixed by Kevin Suggs, mastered by Matt Ogaz, and edited by Carlos Cruz. Dive into the full experience at ezrafurman.com or kexp.org, and join the channel for exclusive perks! Watch on YouTube  ( 6 min )

Ezra Furman took over the KEXP studio on August 13, 2025, for a raw, live rendition of “Veil Song,” backed by Liz Furman (vocals/guitar), Ben Joseph (keys/guitar), Sam Durkes (drums), Jorgen Jorgensen (bass) and Lilah Larson (guitar). Host Cheryl Waters kept the vibe flowing, with Kevin Suggs on audio and Matt Ogaz mastering every note. A five-camera setup (Jim Beckmann, Carlos Cruz, Scott Holpainen, Luke Knecht & Ettie Wahl) captured the magic, then editor Carlos Cruz wove it all together. Check out ezrafurman.com or kexp.org—and if you want extra goodies, hit the channel’s join link for perks! Watch on YouTube  ( 6 min )

Indigo De Souza – “Always” (Live on KEXP) Indigo De Souza delivers an intimate take on “Always” straight from KEXP’s studio (recorded August 31, 2025), backed by Landon George on bass, Maddie Shuler on guitar/keys/vocals, and Lila Richardson on drums. Host Ashley McDonald guides the vibe while Kevin Suggs handles the sound and Matt Ogaz fine-tunes the final mix. The session’s captured by Jim Beckmann, Carlos Cruz, Scott Holpainen & Emma Juncosa and polished by editor Carlos Cruz. For more music and behind-the-scenes, head to indigodesouza.com or kexp.org, and snag extra perks by joining KEXP’s YouTube channel! Watch on YouTube  ( 6 min )

Indigo De Souza – “Heartthrob” Live on KEXP Indie-rock newcomer Indigo De Souza paid a visit to the KEXP studios on August 31, 2025, delivering an intimate take on her track “Heartthrob.” She’s joined by Landon George on bass, Maddie Shuler on guitar/keys and backing vocals, and Lila Richardson on drums, with Ashley McDonald hosting and Kevin Suggs handling audio engineering (mastered by Matt Ogaz). The session was captured by cameras from Jim Beckmann, Carlos Cruz, Scott Holpainen & Emma Juncosa, then edited by Carlos Cruz. For more on Indigo’s music, head to her official site or catch the full video at kexp.org—plus, you can join KEXP’s YouTube channel for extra perks. Watch on YouTube  ( 6 min )

When artists don't write their own songs Polyphonic teases a deep dive into the curious world of hitmakers who rely on outside songwriters—and why knowing who really pens a track can totally change your perspective on a favorite tune. Behind the scenes the description is basically a promo playground: snag 20% off an annual Brilliant.org subscription, pre-order Noah LeFevre’s upcoming book Century of Song from any major retailer, and if you’re feeling extra supportive, hit up Patreon, Twitter, or join the Polyphonic Discord. Watch on YouTube  ( 6 min )

Have you ever clicked on a website and instantly thought — “Nope, not staying here.” Within 50 milliseconds (0.05 seconds), users form an opinion about your website. That first impression determines whether they’ll explore… or exit. But what exactly makes someone stay? Let’s break it down. Humans are visual creatures. Our brains are wired to judge fast. In UX design, this is known as “visual primacy.” see before they even think. Some key psychological triggers include: Color — evokes emotion. (Blue = trust, Red = urgency, Green = positivity) Layout symmetry — conveys professionalism. Whitespace — improves readability and comfort. Consistency — builds trust subconsciously. A Google study found that users form design opinions in as little as 17 milliseconds. “Is this worth my time?” Here’s …  ( 8 min )

When the GBQ–Talentcrowd story broke, it looked like a simple business acquisition. After months of examining federal records, it is now clear that this deal may be one of the most significant corporate fraud stories of the decade. The full investigative feature is live at 👉 Talentcrowd Crimes: GBQ Talentcrowd Fraud Investigation In early 2025, GBQ announced its purchase of Talentcrowd, presenting it as a smart expansion in digital services. But court filings from the United States District Court, Southern District of California reveal a different origin story. According to those documents, Talentcrowd was created from the stolen infrastructure of Topdevs, a once-thriving software company founded by the founder. Client lists, source code, and financial data were transferred into a new…  ( 10 min )

Introduction: Why a Test Strategy Matters Without a well-defined Agile Test Strategy, testing can easily become a bottleneck or, worse, a chaotic afterthought. Critical bugs might evade detection, new features could inadvertently break existing functionality, and the overall stability and user experience of your product can suffer. This is precisely why a Test Strategy isn’t merely beneficial in Agile; it’s absolutely essential. A Test Strategy serves as a high-level blueprint, articulating the scope, objectives, approach, and central focus of all testing activities. It brings vital clarity to the entire team, answering fundamental questions like: What needs to be tested? (e.g., new features, critical workflows, security aspects) How will testing be conducted? (e.g., manual, automated, exp…  ( 10 min )

_Project :- _ Calculator Program Define a function to get the first number from the user Prompt user to enter a number, convert to float, and return it Define a function to get the second number from the user Prompt user to enter another number, convert to float, and return it Define a function to choose the operation: Create a dictionary mapping operation symbols ("+", "-", "*", "/") to their functions For each operation symbol, display it to the user Ask user to select an operation Call the corresponding function with the first number and a new number input Return the computed result Define functions for addition, subtraction, multiplication, and division Each function takes two numbers and returns the result of the operation Define a function to determine user's next command: If the user chooses "y", get another number, use the previous result as the first input, and repeat the operation Display the new result and offer future choices If the user chooses "n", restart with a new calculation If the user chooses anything else, exit the program Define a function to ask the user if they want to continue calculating with the current answer, start a new calculation, or exit Define main function: Call operator on first number input Display the calculated result Offer the user future calculation options Start the program by calling main Thank you for today see this code in my github repo.  ( 6 min )

🧠 How I Stay Motivated to Code When Projects Fail We’ve all been there — you build something with excitement, write hundreds of lines of code, and dream of people loving it… it fails completely. But that’s not the end. In fact, that’s where real developers are made. Here’s how I personally stay motivated when my projects don’t work out. Why I Started Every project I start begins with curiosity, not perfection. love creating things out of nothing. Failures don’t destroy that love; they test it. When a project flops, I look back and ask: What did I learn while building it? Which mistake can I avoid next time? What worked surprisingly well? Each “failed” project adds a new lesson — sometimes more valuable than a successful one. Failure is just a faster way to learn what doesn’t work. When my project doesn’t take off, I don’t delete the repo. Small functions that worked well UI components I liked API logic that can be improved A failed idea often becomes the foundation of the next success. For example, my project Vyoma Toolkit was inspired by features from two old unfinished projects. One of the most motivating things I’ve done is sharing my projects online — even if they’re not perfect. People comment with ideas I meet others facing the same problems I feel less alone in my journey Progress > Perfection. Coding is not about always winning — it’s about growing. Even if a project doesn’t “succeed,” it made me a better developer. Every famous dev, startup, and project has a failure story: GitHub started as a side project. React was hated when first released. Many devs you admire have 10+ unfinished repos. So if my idea doesn’t work, I’m not behind — I’m just in the real developer phase. Failure isn’t the opposite of success — it’s part of it. So I take a break, breathe, smile — and start the next line of code. Because maybe, this one will be the one that works. 💬 Your turn: you stay motivated when your project fails? Drop your thoughts in the comments — maybe we can all help each other keep coding. 💻🔥  ( 7 min )

Hi, Devs! 👋 In this article, I want to share my experience building a modern attendance system that leverages face recognition technology on the web. This project was developed using Next.js (a React framework), TypeScript, face-api.js for face detection, and Supabase for backend and data storage. I designed this system to be easily integrated into various digital attendance needs whether for offices, schools, or communities with a modern user experience and seamless verification process. Manual attendance especially with signatures or conventional fingerprint scanners can be slow and even lead to proxy attendance issues. I saw an opportunity for face recognition to solve these problems, providing a faster, more accurate, and contactless attendance experience. This project is powered by s…  ( 14 min )

An HTML code writer is a must for applications that let users create content without touching raw code. With such a tool, marketers can build landing pages, bloggers can draft articles, and educators can create digital learning experiences. The tool empowers many users, but recurring problems remain, such as repetitive formatting, moderation backlogs, and other manual processes. As developers, the burden of addressing these user pain points falls to us. Thankfully, a modern HTML code writer or WYSIWYG HTML editor can come equipped with artificial intelligence (AI) functionality. This helps remove repetitive tasks, suggest improvements on the go, and allow humans to focus on higher-level work. But ask yourself, “Do I really need AI in my editor, or is it just the hype talking?” Sometimes, e…  ( 12 min )

Description: An overview of Scarfaze Technologies and their innovative projects ScarCSS and RolePlay Exploring Scarfaze: A Pakistani Tech Startup Building Unified Development Tools In the rapidly evolving world of web development, new tools and frameworks emerge regularly, each promising to simplify the development process. Among these is Scarfaze, a technology startup based in Pakistan that's working on innovative solutions aimed at unifying development across different platforms. Founded in January 2024 by Zawiyar Awan, Scarfaze is a technology startup focusing on information technology and digital innovation. The company operates through three divisions, with Scarfaze Technologies currently being the active division. The organization positions itself as part of Pakistan's g…  ( 9 min )

The Stack React Wanted to learn to at least understand basic React, will use NVM and latest Node for now, so why not try it here that is the thought process behind it. .NET 8 with EF Core Used .NET for 6 years and wanted to continue since I liked it and wanted to be even better with it, will be doing code first migrations. PostgreSQL Honestly from experience most of my college friends ended up in SQL even when they initially used No SQL. I have not found why No SQL is better, currently I have the initial structure of the DB I wanted so I will be sticking to SQL for now. Redis Tbh still no idea on what will be used on, but keeping it here to remind me just in case I needed caching. Docker Will be coding on both Windows and Linux, rather than setting up both machines, dev will also use Docker, and when deployed to cloud it will be on a Linux env Docker container. nvim + Kickstart.nvim + Roslyn LSP Interested in trying, so what better way than diving head first here. Should debugging be hard to setup, will debug on VS2022. Azure/AWS undecided AI Tools Philosophy Have tried coding with Claude Code, it is impressive, but I wanted to be able to at least understand what I am implementing here, maybe later or other projects it will be useful to know the concept that I will be using here. So I will be limiting the use of AI tools, only to treat them like asking on Stack Overflow, not making them write the code. Development Principles Following SOLID principles throughout. Git Workflow: Main branch: master Features: feature/_ Bugfixes: bugfix/_ One feature per commit (no fat PRs with 10 features) Rebase for clean git tree (not merge) What's Next Tomorrow (or next post): Setting up the development environment Docker compose for PostgreSQL + Redis .NET 8 project scaffold Getting nvim configured for .NET development Questions for the Community: Any nvim users with good .NET setups? How's your debugging workflow? Redis patterns for matchmaking systems? PostgreSQL vs NoSQL - when did you realize SQL was the right choice?  ( 7 min )

According to Statista, global app subscription revenue climbed to $160 billion in 2023 and is expected to surpass $200 billion by 2025. The subscription model has redefined how apps generate income — yet success isn’t about downloads anymore. This guide explores practical strategies for improving App Monetization and scaling revenue through effective Subscription Optimization — from smarter pricing and conversion design to data-driven retention and paywall insights. In the subscription-driven app economy, bringing users in is just the first step. According to App Annie, 68% of users decide whether to subscribe within three days of installation — making early experience critical to conversion. To attract high-value users, start with data. Analyze competitor paywalls, user segments, and beh…  ( 8 min )

In today’s fast paced tech environment, developers constantly face the challenge of delivering new features and fixes quickly while ensuring their code is reliable, maintainable, and well Some common trade offs include skipping or shortening code reviews, cutting down on testing, or neglecting documentation to hit release dates. On the flip side, too much emphasis on perfecting every detail can delay deployments and slow down innovation. I’m curious to hear how developers and teams navigate this tension in 2025: What processes or workflows have helped you deliver faster without sacrificing code quality? Are there particular tools or automation practices (CI/CD, linters, static analysis, testing frameworks) that significantly improve your efficiency? How do you prioritize what to test or review when time is limited? What role does team communication and culture play in maintaining this balance? Any real-world examples of how you handled this challenge on a project?  ( 6 min )

Working with text is one of the most common tasks in programming. Whether you’re reading user input, formatting output, or manipulating text files, understanding C# Strings is essential for writing efficient and clean code. In this detailed guide from Tpoint Tech, we’ll explore what strings are, how they work, and the most useful string methods in C#, along with practical examples that you can use in your own projects. In C#, a string is a sequence of characters used to represent text. The C# Strings are immutable, meaning once a string is created, it cannot be changed. Any modification, such as concatenation or replacement, actually creates a new string in memory. A simple example of a C# string: string message = "Welcome to Tpoint Tech!"; Console.WriteLine(message); Here, message is a s…  ( 8 min )

I have a graveyard of abandoned "second brain" projects: Notion (abandoned after 3 weeks) Obsidian + 20 plugins (1 month, then overwhelming) Custom React app (never finished) Another Notion attempt (1 week) The pattern was always the same: initial excitement → capture lots of notes → manual organization becomes overwhelming → abandon ship. This time, I tried something different: I made AI do all the boring parts. Three months later, I'm still using it. First time that's happened. COG = Claude + Obsidian + Git It's a self-organizing second brain system where: You dump messy thoughts AI organizes them automatically Everything is plain markdown files Zero manual maintenance required GitHub Repo | MIT Licensed Every second brain system expects you to: Capture thoughts in a structured way File …  ( 11 min )

Create Basic Role, Predefined Role and Custom Role in Google Cloud IAM Step-01: Introduction We are going to use all three role types in this demo: Basic Roles Predefined Roles Custom Roles bash # Set Project gcloud config set project PROJECT_ID # (example) gcloud config set project gcpdemos # Create VM Instance gcloud compute instances create vm1 \ --zone=us-central1-a \ --machine-type=e2-micro \ --network-interface=subnet=default gcpuser08@gmail.com Go to IAM & Admin → IAM → GRANT ACCESS in the Google Cloud Console. Add Principal: gcpuser08@gmail.com. Select Role: Owner. Click SAVE. An invitation will be sent to the new user. Login to Gmail and accept the invitation: Username: gcpuser08@gmail.com Password: XXXXXXXX (test account password) Open an Incognito / private browser…  ( 7 min )

Here’s the lowdown on Andrew Huang’s latest video: he got early access to GRM Tools Atelier, a slick new modular music-making environment packed with wild global randomizers, a mind-blowing modulation system, and a suite of audio generators/processors. He walks you through each feature, shares his favorite tricks, and wraps up with why this toolkit could be a total game-changer for sound design. As usual, Andrew peppers the description with links—subscribe, Patreon, Discord, his book, course, plugin, plus a hefty list of social, streaming and gear recs (affiliate links aplenty). He even timestamps it with handy chapters so you can jump right to the goods. Watch on YouTube  ( 6 min )

Nono La Grinta just dropped a raw, precision-packed performance of “LOVE YOU” on COLORS, teasing his forthcoming debut project. The Paris-based rapper brings gritty bars and undeniable swagger to the show’s signature minimalist stage, letting every line hit hard. Catch the full vibe by streaming the set, follow him on TikTok and Instagram, and dive into COLORS’ world—curated playlists, a 24/7 livestream, and a sleek hub for the freshest global talent. Watch on YouTube  ( 6 min )

Indys Blu – “Saddest Song” on A COLORS SHOW New Orleans’ own Indys Blu brings raw heartbreak and poetic flair to her stirring live take on “Saddest Song,” spotlighted in a signature minimal COLORS session. The performance captures her soulful vocals front and center, letting the emotion carry you through every note. A COLORS SHOW is all about giving unique artists a clean, distraction-free stage, and you can catch more vibes on their 24/7 livestream, curated playlists, and socials—plus stream all the latest shows wherever you get your music. Watch on YouTube  ( 6 min )

Ezra Furman – Power Of The Moon (Live on KEXP) Ezra Furman and her band—Liz Furman (vocals, guitar), Ben Joseph (keys, guitar), Sam Durkes (drums), Jorgen Jorgensen (bass) and Lilah Larson (guitar)—deliver a fiery, intimate take on “Power Of The Moon,” recorded live at KEXP on August 13, 2025. Host Cheryl Waters guides the session as Kevin Suggs engineers the audio, with Matt Ogaz mastering to perfect the sound. Captured by cameras handled by Jim Beckmann, Carlos Cruz, Scott Holpainen, Luke Knecht and Ettie Wahl, and edited by Carlos Cruz, this performance brings you straight into the KEXP studio. Check out more at ezrafurman.com and kexp.org, or join the YouTube channel for exclusive perks! Watch on YouTube  ( 6 min )

Catch Ezra Furman rocking Veil Song live on KEXP, recorded August 13, 2025 in the KEXP studio. He’s joined by Liz Furman (vocals & guitar), Ben Joseph (keys & guitar), Sam Durkes (drums), Jorgen Jorgensen (bass) and Lilah Larson (guitar), all vibing under the guidance of host Cheryl Waters. Behind the scenes, Kevin Suggs (audio engineer) and Matt Ogaz (mastering) dial in the sound, while Jim Beckmann, Carlos Cruz, Scott Holpainen, Luke Knecht & Ettie Wahl handle the cameras and Carlos Cruz pieces it all together in post. Dive deeper at ezrafurman.com and kexp.org, or hit up the KEXP YouTube channel for extra perks! Watch on YouTube  ( 6 min )

Ezra Furman rolled into KEXP’s Seattle studio on August 13, 2025, to lay down a raw, live version of “Submission.” Backed by a killer lineup—Liz Furman on vocals and guitar, Ben Joseph on keys and guitar, Sam Durkes on drums, Jorgen Jorgensen on bass and Lilah Larson on guitar—this performance crackles with energy from start to finish. Hosted by Cheryl Waters and expertly captured by audio engineer Kevin Suggs (mastering by Matt Ogaz) and a crew of five camera operators, the session was stitched together by editor Carlos Cruz. Catch the full set on KEXP or swing by ezrafurman.com for more. Watch on YouTube  ( 6 min )

Ezra Furman stormed KEXP’s studio on August 13, 2025 with a punchy four-track set—Jump Out, Submission, Veil Song and Power of the Moon—that brims with vintage charm and unfiltered energy. Backed by Liz Furman on vocals and guitar, Ben Joseph on keys/guitar, Sam Durkes on drums, Jorgen Jorgensen on bass and Lilah Larson on guitar, it’s pure live magic. Cheryl Waters steered the session, with Kevin Suggs on audio, Matt Ogaz mastering and a dream team of camera operators (Jim Beckmann, Carlos Cruz, Scott Holpainen, Luke Knecht & Ettie Wahl) capturing every moment—Carlos Cruz then glued it all together in the edit. Dive deeper at ezrafurman.com or rock out on kexp.org. Watch on YouTube  ( 6 min )

Indigo De Souza – “Always” (Live on KEXP) Indigo De Souza brings her signature raw emotion to a live in-studio performance of “Always,” recorded August 31, 2025, for KEXP. Backed by Landon George (bass), Maddie Shuler (guitar, keys, vocals) and Lila Richardson (drums), she delivers a warm, intimate take on the track that highlights her guitar work and distinctive vocals. Behind the scenes, host Ashley McDonald guides the session as audio engineer Kevin Suggs and mastering pro Matt Ogaz polish the sound. A crew of four camera operators (Jim Beckmann, Carlos Cruz, Scott Holpainen, Emma Juncosa) plus editor Carlos Cruz capture every moment of this spirited performance. Watch on YouTube  ( 6 min )

Indigo De Souza – Be Like The Water (Live on KEXP) On August 31, 2025, Indigo De Souza stripped things back for a live KEXP session, delivering a hauntingly beautiful rendition of “Be Like The Water” with Landon George on bass, Maddie Shuler on guitar/keys/vocals and Lila Richardson on drums. Hosted by Ashley McDonald, the performance was captured by a four-camera crew (Jim Beckmann, Carlos Cruz, Scott Holpainen & Emma Juncosa), mixed by Kevin Suggs, mastered by Matt Ogaz and edited by Carlos Cruz. Catch the full set at indigodesouza.com or kexp.org—and if you love what you see, join the KEXP YouTube channel for exclusive perks! Watch on YouTube  ( 6 min )

Indigo De Souza – “Not My Body” Live on KEXP Indigo De Souza takes over the KEXP studio for a raw, intimate performance of “Not My Body,” recorded August 31, 2025. She’s joined by Landon George on bass, Maddie Shuler on guitar/keys/vocals, and Lila Richardson on drums, with Indigo herself on vocals and guitar. Host Ashley McDonald guides the session as audio engineer Kevin Suggs captures every note, later polished by mastering engineer Matt Ogaz. Cameras by Jim Beckmann, Carlos Cruz, Scott Holpainen, and Emma Juncosa bring you every angle, stitched together by editor Carlos Cruz. Dive deeper at indigodesouza.com or tune in at kexp.org—and consider joining the KEXP YouTube channel for extra perks! Watch on YouTube  ( 6 min )

https://netx.tools After 25 years of being a network engineer, I’ve developed my first website — with a massive assist from AI. AI has truly become an incredible developer’s assistant, helping me build and launch projects faster than I ever thought possible. I’d love to hear your feedback — especially your experience with AI coding tools. Check out what I built: (https://netx.tools)  ( 6 min )

If you've ever woken up to an email from Stripe saying your account is "under review", you know the feeling. Your revenue pipeline: frozen. Your payouts: delayed. Your users: confused. For many SaaS founders, this isn't just a hypothetical. Stripe, PayPal, and other payment processors routinely suspend accounts for Terms of Service (ToS) violations that often come down to one thing: unintentional non-compliance. Stripe's ToS isn't light reading, it's a legal document that quietly updates several times a year. And inside it are dozens of clauses that can put your startup at risk if you're not paying attention. Here are some of the most common violations we've seen sink otherwise healthy businesses: Unclear or missing pricing disclosures — especially for recurring billing or free trials…  ( 7 min )

Water pump stations are the backbone of municipal water supply, HVAC systems, irrigation, and industrial processes. Yet, they are also among the largest consumers of energy in these systems. Traditional pumps often run at fixed schedules or full speed, wasting energy when demand fluctuates. Thanks to AI-driven energy-saving control and edge computing technologies, this is changing. Companies can now achieve smart, adaptive, and highly efficient pump operation. How AI Transforms Pump Operations Key features of AI-driven control include: Dynamic Pump Modeling: AI builds accurate models of pump performance under varying load conditions. The result? Significant energy savings, lower costs, and extended equipment life, all without compromising system reliability. The Role of BL450 AIoT Edge Computer High-Performance Processing: Rockchip RK3588J with 6TOPS NPU for real-time AI inference. By acting as the central “brain”, BL450 enables AI algorithms to continuously optimize pump speed and operation, reducing energy waste and ensuring system stability. How It Works Together Benefits for Industry In Summary: The combination of AI-driven control algorithms and the BL450 AIoT Edge Computer is transforming how water pump systems operate. By enabling smart, energy-efficient, and adaptive control, companies can save energy, reduce costs, and improve operational reliability. The future of water pumping is intelligent, automated, and optimized—powered by AI at the edge.  ( 7 min )

Lately, I've been deep into developing Neovim plugins for Unreal Engine, which ironically involves more configuration than actual coding. To switch things up, I decided to dive back into the engine itself—not by writing C++, but by playing with the Material Editor. My goal: to create a custom Depth of Field (DoF) post-process effect from scratch. At first, I tried using a Cine Camera with a telephoto lens and a low F-stop. While it produced a beautiful, cinematic bokeh, the camera had to be too far from the player character, making it impractical for gameplay. That's when I decided to implement it as a post-process effect using HLSL. In this article, I'll walk you through the process, from modifying the core formula to implementing it in HLSL and even experimenting with custom bokeh sh…  ( 9 min )

Hi everyone! What I worked on Upgrade Node (v22 LTS) + Linux base image (Alpine OS) Multi-stage Docker build with smart caching Standalone build mode in Next.js (smaller runtime) Place app paths following FHS (Filesystem Hierarchy Standard) - Linux distro Ensure the container doesn’t run as root Why it matters Smaller images → faster pulls/build & deploys Better cache hits → shorter CI times Non-root runtime → safer-by-default Key wins Image size: ~60% reduction (before/after in comments) CI build time: noticeably faster Cleaner, standard file layout for easier ops If you’re doing similar work, check out: Next.js Standalone output: https://nextjs.org/docs/14/pages/api-reference/next-config-js/output Linux FHS guide: https://refspecs.linuxfoundation.org/FHS_3.0/fhs-3.0.pdf FROM public.ecr.aws/docker/library/node:22.20.0-alpine3.22 AS deps WORKDIR /usr/src/app COPY package.json yarn.lock ./ RUN yarn install --frozen-lockfile --ignore-scripts FROM public.ecr.aws/docker/library/node:22.20.0-alpine3.22 AS builder WORKDIR /usr/src/app COPY --from=deps /usr/src/app/node_modules ./node_modules COPY . . RUN if [ -f .env.template ]; then cp .env.template .env; fi RUN yarn build FROM public.ecr.aws/docker/library/node:22.20.0-alpine3.22 AS runner WORKDIR /usr/src/app ENV NODE_ENV=production RUN addgroup -g 1001 -S nodejs && adduser -S nextjs -u 1001 COPY --from=builder --chown=nextjs:nodejs /usr/src/app/.env ./.env COPY --from=builder --chown=nextjs:nodejs /usr/src/app/public ./public COPY --from=builder --chown=nextjs:nodejs /usr/src/app/.next/standalone ./ COPY --from=builder --chown=nextjs:nodejs /usr/src/app/.next/static ./.next/static USER nextjs EXPOSE 3000 ENV PORT=3000 ENV HOSTNAME="0.0.0.0" CMD ["node", "server.js"]  ( 6 min )

Introduction: Why Coverage is the True Metric functional coverage, structured evidence that the requirements and specifications are covered. For RISC-V-related projects, functional coverage refers to ISA extensions, privilege transitions, safety requirements, etc. Coverage is a sign-off metric and a safety case artefact for configurable and extensible architectures such as RISC-V. Without closure, verification risks remain hidden [1]. This blog presents a verification-first flow for functional coverage using Synopsys VCS, Verdi, and ImperasDV. It explains how coverage models are built for RISC-V, how gaps are detected and closed, and how Synopsys’ integrated toolbox enables engineers to achieve closure efficiently and present audit-ready evidence [2]. 1. Functional Coverage in RISC-V Verif…  ( 9 min )

In group chats on various instant messaging apps (such as WeChat, WhatsApp, Telegram, LINE, Signal, Facebook Messenger, etc.), there are often many group members. In practice, it is possible — and technically not difficult — to indirectly obtain group members’ phone numbers using certain techniques. The principle is as follows: Step 1 — Obtain the contact list Step 2 — Build mappings between phone numbers and profile pictures Step 3 — Reverse-match phone numbers Security and mitigation strategies: (1) Personal user protection measures (2) Platform security optimization suggestions Instant messaging platforms (including WeChat, WhatsApp, Telegram, LINE, Signal, Messenger, etc.) could consider system-level privacy protections. For example, platforms could apply differentiated handling of user profile images depending on the lookup method or relationship: show a first (possibly obfuscated or lower-resolution) avatar when a user is found via phone-number search, a second avatar for group-member views, and only show the full-resolution default avatar in established social relationships. This approach would make it harder for attackers to match a user’s profile picture to their phone number.  ( 7 min )

while i have given a task to implement the Role-Based Access Control in the product that I am working on in my internship, i did down a bit. I looked for some open source project which can help me to do this. During that peiod i came accross a project called openFGA, which is an open source Fine-Grained Authorization solution inspired by Google's Zanzibar paper, which is currently under CNCF and built by the engineers at Auth0(Okta). I looked at the docs, which instantly got my interest as the implementation was easy and straightforward. OpenFGA devides the whole Role-Based Access thing to a few components and makes it really easy to implement it in any complex project. So what really openFGA is? Components and how they work? OpenFGA Server: A permission engine that implements the fine-gra…  ( 10 min )

Ezra Furman – “Jump Out” Live on KEXP Ezra Furman stormed the KEXP studio on August 13, 2025, tearing through her track “Jump Out” with her all-star backing band: Liz Furman (vocals, guitar), Ben Joseph (keys, guitar), Sam Durkes (drums), Jorgen Jorgensen (bass) and Lilah Larson (guitar). Host Cheryl Waters kept the conversation rolling between songs, making for a relaxed yet electric session. Behind the scenes, Kevin Suggs handled the live audio recording, Matt Ogaz took care of mastering, and a five-person camera crew (Jim Beckmann, Carlos Cruz, Scott Holpainen, Luke Knecht & Ettie Wahl) captured every angle—Carlos Cruz then stitched it all together in the edit. Want more? Head to ezrafurman.com or kexp.org, and consider joining the YouTube channel for extra perks. Watch on YouTube  ( 6 min )

Ezra Furman – Live at KEXP (Aug 13, 2025) Catch Ezra Furman and band tearing through four tracks—“Jump Out,” “Submission,” “Veil Song” and “Power Of The Moon”—in a raw, intimate KEXP studio session hosted by Cheryl Waters. Backing Ezra are Liz Furman (vocals/guitar), Ben Joseph (keys/guitar), Sam Durkes (drums), Jorgen Jorgensen (bass) and Lilah Larson (guitar), with audio engineered by Kevin Suggs and mastered by Matt Ogaz. Cameras roll courtesy of Jim Beckmann, Carlos Cruz, Scott Holpainen, Luke Knecht & Ettie Wahl; edited by Carlos Cruz. Watch on YouTube  ( 6 min )

As the software landscape evolves, traditional beliefs about software development often fall short when applied to the realm of artificial intelligence (AI) and machine learning (ML). Concepts that are foundational in regular software engineering can mislead developers when working with AI systems. This blog post delves into these misconceptions, highlighting six critical areas where the conventional wisdom is challenged by the unique demands of AI. By understanding these differences, developers can better approach AI projects, ensuring effective implementation and integration of AI technologies into their workflows. In traditional software development, the primary product is the codebase. The more elegant and efficient the code, the better the product. However, in AI, the data becomes the…  ( 8 min )

Indigo De Souza hit the KEXP studio on August 31, 2025 for a raw, heartfelt live take of “Always,” backed by Landon George on bass, Maddie Shuler on guitar, keys and vocals, and Lila Richardson on drums. Host Ashley McDonald guided the vibe while Kevin Suggs handled audio engineering and Matt Ogaz nailed the mastering. Cameras rolling courtesy of Jim Beckmann, Carlos Cruz, Scott Holpainen and Emma Juncosa captured every moment, with Carlos Cruz on the edit. Check out more at indigodesouza.com or kexp.org—and join the YouTube channel for exclusive perks! Watch on YouTube  ( 6 min )

Implementing TLS in My C HTTP Server Quick Summary After building my HTTP server in C, I was eager to start securing the site's traffic. I had heard a lot about SSL/TLS from studying for the CompTIA Security+ certification, but implementing it gave me a unique and more developed understanding of how it's actually integrated with network protocols. Before I dive into the code, it's important that we first understand the fundamentals. The TLS handshake comes into play after the TCP three-way handshake and before any HTTP pages are served. Here's a step-by-step overview of how the TLS 1.3 handshake unfolds: The Client Hello Message. The client initiates the handshake by sending a "hello" message to the server. In this message the server will find: The TLS version the client supp…  ( 9 min )

Learning programming is like a never-ending rabbit hole. You start with one language or framework, only to find that to really solve the problem, you need to pick up a side skill… which itself opens a whole new rabbit hole. And sometimes, you circle back to the original task with new insights, ready to dive even deeper. Over the years, I’ve navigated through Java, Python, Node.js, React, and even Solidity, and each project has taught me that side paths — whether it’s learning a new tool, debugging a tricky dependency, or exploring blockchain concepts — aren’t distractions. They’re essential detours that make you a better developer. Embrace the rabbit holes. They lead to growth. welcome to the simulation.  ( 6 min )

Seit Jahren dreht sich in der Krypto-Szene alles um Kursdiagramme, neue Allzeithochs und endlose Hype-Zyklen. Doch Entwickler wissen: Die eigentliche Herausforderung liegt nicht in der Spekulation — sondern in der Benutzerfreundlichkeit. Versuche einmal, einem neuen Nutzer zu erklären, wie man Tokens zwischen Blockchains verschiebt, Gasgebühren verwaltet oder eine Wallet wiederherstellt. Es ist ein Albtraum an Komplexität, an dem selbst technisch versierte Menschen scheitern. Deshalb wird die nächste große Welle der Krypto-Adoption wahrscheinlich nicht durch einen weiteren Bullenmarkt ausgelöst, sondern durch besseres UX-Design und nahtlosere Onboarding-Tools. Wir sehen bereits Fortschritte — Wallets integrieren direkte Fiat-zu-Krypto-Optionen (Dienste wie MoonPay machen das deutlich einfacher), Schlüsselverwaltung wird vereinfacht, und DApps fühlen sich zunehmend wie echte Produkte an – nicht wie endlose Debugging-Sitzungen. Als Entwickler haben wir eine einzigartige Chance, diesen Wandel zu gestalten. Für die nächste Milliarde Nutzer zu bauen bedeutet, Schnittstellen und Erlebnisse zu entwerfen, die die Komplexität der Blockchain verbergen — nicht feiern.  ( 6 min )

Web agencies sell expertise in performance, UX, and SEO, but how many actually implement basic security headers? I decided to find out. I randomly picked 50 agency websites from LinkedIn and audited each one using SecurityHeaders.com. The results? Here's how the grades broke down: Grade % of Agencies A 8% B 4% C 6% D 30% F 52% Over half scored an F, and nearly 80% earned a D or worse. These grades reflect missing security headers that have been best practices for years. The pattern is interesting: agencies excel at optimizing what users can see but often overlook security headers that browsers check. These aren't experimental features. They're established security headers that have been recommended for years. Header Agencies Missing X-Frame-Options 86% Strict-Tra…  ( 7 min )

🧠 Frontend Wars: ISR vs SSG — When Your App Wants to Sleep but SEO Won’t Let It Welcome back, brave developer! SSR vs CSR, a war between servers and browsers that left many laptops overheating and many devs emotionally scarred. Today’s fight? cousins who love caching but can’t agree on when to wake up: ISR (Incremental Static Regeneration) and SSG (Static Site Generation). Grab your coffee — this one’s about performance, laziness, and SEO guilt. ☕ Static Site Generation (SSG) means your pages are generated at build time — long before any user visits. Imagine you bake 1,000 muffins in the morning (HTML pages), and when people visit, you just hand them one. Example: # next.config.js export async function getStaticProps() { const posts = await getAllPosts(); return { props: { posts } }…  ( 8 min )

Introduction For the child’s development, elementary education is the foundation. As it helps shape the academic journey, social skills, emotional intelligence and critical thinking. For several decades, teaching methods used standardized curriculums and approaches. These techniques sometimes fall short to address the diverse learning needs of students. As they don’t have personalized instructions depending on student learning pace. These obstacles can result in knowledge gaps, reduced motivation and knowledge disparities in educational achievements. This article explores the role of AI in elementary education by examining its applications in personalized learning, student engagement, and teacher support. This article also does a deep dive on critical ethical concerns and implementation …  ( 9 min )

Read the original article：Swipe-to-Delete with ArkUI on HarmonyOS Next: Intuitive UX for Wearable Devices Introduction Developing for wearable technology on HarmonyOS Next is an exhilarating journey, yet it comes with its unique set of challenges. On compact screens like those of smartwatches, user experience (UX) becomes the most critical factor. Every pixel and every interaction holds immense importance, making intuitive and efficient design paramount. Leveraging the flexibility offered by ArkUI, we're committed to overcoming these challenges and delivering the best possible user experience. Today, I'll share how we implemented a fluid and user-friendly “swipe-to-delete” feature using ArkUI for wearable devices, specifically illustrating it through a comment list scenario. This interact…  ( 10 min )

Bulls & Cows — Bringing a Pen-and-Paper Classic to the Browser (No AI, No Frameworks, Just JS) Cristina Rodriguez ・ Oct 15 #javascript #webdev #gamedev #programming bulls.yosola.co  ( 6 min )

Lately, I’ve been feeling nostalgic 🤓. When I was a kid, I used to play a pen-and-paper logic game called Picas y Fijas (also known as Bulls and Cows). So, I decided to build my own digital version — no AI, no frameworks, just pure HTML, CSS, and vanilla JavaScript. 🎮 Try it here: bulls.yosola.co Source code: github.com/Yosolita1978/bullsandcows It’s a quick game (around 3 minutes per round), bilingual (English/Spanish), and requires no registration. Just open it and start guessing! The entire game runs on basic JavaScript — no frameworks, no libraries, and no AI logic under the hood. Here are the main functions that power the logic 👇 function generateSecretNumber() { const digits = []; while (digits.length < 4) { const randomDigit = Math.floor(Math.random() * 10).toString(); …  ( 7 min )

The goal of this project is to explore the Olist dataset about Brazilian e-commerce using Apache Spark. Source: Brazilian E-commerce (Kaggle) Engine: Spark Environment: Databricks Notebook 💡 Note: For Kaggle authentication, I generated the API token and used the Databricks CLI to set a secret with the token. import os import json from kaggle.api.kaggle_api_extended import KaggleApi kaggle_token = dbutils.secrets.get('kaggle', 'kaggle-token') # expand home directory for the current user kaggle_dir = os.path.expanduser('~/.config/kaggle') os.makedirs(kaggle_dir, exist_ok=True) kaggle_json_path = os.path.join(kaggle_dir, 'kaggle.json') print(kaggle_json_path) with open(kaggle_json_path, 'w') as f: f.write(kaggle_token) dataset_identifier = 'olistbr/brazilian-ecommerce' volume_path =…  ( 8 min )

You don’t always need a full backend build, database setup, and deployment pipeline to test an idea. Sometimes, all you need is a working prototype — fast. As a developer, you’re already ahead of no-code users because you know how systems work. Here’s the workflow I use. 1️⃣ Step 1: Define the Tool the AI Way — Before Building Anything Before touching any tool, I ask AI to help structure the logic like a product designer would. 💡 Prompt Example: You are a product designer. Break down the functionality of a “Resume Checker AI Tool” into key screens, logic blocks, and user input/output steps. This creates a clear blueprint so I can build with direction, not guesswork. 2️⃣ Step 2: Use No-Code Builders as Prototyping Sandboxes Instead of spinning up full apps, I start with no-code tools like:…  ( 9 min )

🚀 A 10-Month WinRAR Alternative Journey Note: I'm mentally exhausted, so I had AI write this article. If there are errors or contradictions, please forgive me. If you ask in the comments, I'll give you detailed and proper answers. The date is October 15, 03:46 AM. I finished the project 2 hours ago. 🌟 Introduction: From Dream to Code Compression speeds settled at more realistic values in recent tests: memory_pool method was fastest at average 365.8 MB/s; modular_full 287.2 MB/s, ai_assisted 165.5 MB/s, and standard method around 102.5 MB/s. This data reveals that memory_pool is still the clear leader thanks to memory pooling and SIMD copying by design; while the standard method remains simpler but slower. Note: These test results were obtained on a system with a very powerful processor (…  ( 14 min )

Asked by reporters whether the US is preparing for a trade war with China, US President Donald Trump responded: “Well, we’re in one now.”

The company accepted Bitcoin and SolvBTC from investors in a private share deal, adding crypto assets to its corporate treasury.

James Wynn, famous for his leveraged crypto bets, said he was "back with a vengeance," but was liquidated just one day after opening new positions.

Brad Garlinghouse has asked that Ripple be “held to the same regulatory standards as a bank” as the company awaits a decision on a national charter from the OCC.

Crypto users were left scrambling on Wednesday after Paxos minted 300 trillion of PayPal's PYUSD stablecoin, then sent it all to a burn address.

The real winner of last week’s crypto flash crash is the CME. Cointelegraph explains how the exchange is increasing its crypto market share.

Currency inflation and macroeconomic uncertainty are driving the price of gold, Bitcoin and similar assets to new levels.

Strong US demand for Bitcoin remains stable above $110,000, but revived long-held coins and surging derivatives point to turbulent days ahead.

Anton and James Peraire-Bueno appeared in court this week to address allegations involving a $25 million exploit on the Ethereum blockchain.

As dollar-pegged tokens like Tether’s USDT and Circle’s USDC continue to dominate, the EUROD joins a growing wave of euro-backed stablecoins entering the market.

Bitcoin and several altcoins are facing significant selling pressure on rallies, indicating that the bears are still trying to seize control of the market.

Bitcoin’s remaining October performance depends on Fed rate cut odds, BTC ETF inflows and the path major US stocks chose to take.

Erebor’s green light from US regulators is among the most significant bank charter approvals tied to digital assets since the 2023 regional banking crisis.

DOGE holders are quietly accumulating after the recent 66% crash, with onchain data showing that historically accurate top signals have yet to trigger.

DOGE holders are quietly accumulating after the recent 66% crash, with onchain data showing that historically accurate top signals have yet to trigger.

Omnichain versions of Tether’s USDT and XAUT go live on Solana via Legacy Mesh, linking digital dollars and gold across blockchains.

Omnichain versions of Tether’s USDT and XAUT go live on Solana via Legacy Mesh, linking digital dollars and gold across blockchains.

Bitcoin saw fresh warnings of another dip to fill local lows on Binance, while gold hit record highs on Federal Reserve interest-rate cut hopes.

Bitcoin saw fresh warnings of another dip to fill local lows on Binance, while gold hit record highs on Federal Reserve interest-rate cut hopes.

Need to know what happened in crypto today? Here is the latest news on daily trends and events impacting Bitcoin price, blockchain, DeFi, NFTs, Web3 and crypto regulation.

ETH at $100,000 could mean a $12-trillion market cap. Explore ETF inflows, L2 scaling, staking dynamics and Ethereum’s resilience.

ETH at $100,000 could mean a $12-trillion market cap. Explore ETF inflows, L2 scaling, staking dynamics and Ethereum’s resilience.

BTC’s technical setup suggests a potential price drop toward $74,000, as notable whales have stayed short. Is the top in for Bitcoin?

BTC’s technical setup suggests a potential price drop toward $74,000, as notable whales have stayed short. Is the top in for Bitcoin?

The transfer came a day after the US DOJ unsealed an indictment against Prince Holding Group, which allegedly used LuBian to launder illicit funds.

The transfer came a day after the US DOJ unsealed an indictment against Prince Holding Group, which allegedly used LuBian to launder illicit funds.

Bitwise’s chief investment officer praised DeFi platforms for their resilience during the weekend fallout, calling the market’s recovery a sign of strength.

Bitwise’s chief investment officer praised DeFi platforms for their resilience during the weekend fallout, calling the market’s recovery a sign of strength.

Patterns, tools and indicators are key to making smarter crypto trading decisions. They help you spot trends and anticipate market moves with better insight.

Patterns, tools and indicators are key to making smarter crypto trading decisions. They help you spot trends and anticipate market moves with better insight.

Ripple has partnered with South Africa’s Absa Bank to provide digital asset custody services, expanding its institutional custody network across Africa.

Ripple has partnered with South Africa’s Absa Bank to provide digital asset custody services, expanding its institutional custody network across Africa.

BNB’s price upside momentum is waning further after Binance faced $21.75 billion weekly outflows and margin system exploit accusations.

BNB’s price upside momentum is waning further after Binance faces $21.75 billion outflows and margin system exploit accusations.

Top Ethereum NFT collections like BAYC, Pudgy Penguins and CryptoPunks remain in the red despite a partial market recovery after Friday’s crypto market crash.

Top Ethereum NFT collections like BAYC, Pudgy Penguins and CryptoPunks remain in the red despite a partial market recovery after Friday’s crypto market crash.

Quantum computing could enable the reverse engineering of private keys from publicly exposed ones, putting the security of Bitcoin holders at risk.

CMBI’s tokenization initiative with BNB Chain builds on its previous work with Singapore-based DigiFT, which tokenized its fund on Solana in August.

CMBI’s tokenization initiative with BNB Chain builds on its previous work with Singapore-based DigiFT, which tokenized its fund on Solana in August.

XRP’s macro outlook remained bullish, with analysts confident that a bullish breakout was possible if key support levels were reclaimed.

XRP’s macro outlook remained bullish, with analysts confident that a bullish breakout was possible if key support levels were reclaimed.

Bitcoin short-term holders struggled to seal profits in recent days while overall supply ownership flashed a classic bull-market top warning.

Bitcoin short-term holders struggled to seal profits in recent days while overall supply ownership flashed a classic bull-market top warning.

Coinbase Ventures invested in Indian exchange CoinDCX at a $2.45 billion valuation as the US crypto company expands into India and the Middle East.

Coinbase Ventures invested in Indian exchange CoinDCX at a $2.45 billion valuation as the US crypto company expands into India and the Middle East.

Learn how DCA works in crypto: when to use it, key risks, fees, El Salvador’s example and how it compares to lump-sum investing and other strategies.

US spot Bitcoin and Ether ETFs reversed course with fresh inflows after a wave of outflows following the recent market meltdown.

US spot Bitcoin and Ether ETFs reversed course with fresh inflows after a wave of outflows following the recent market meltdown.

After BNB Chain’s X hack, meme token “4” surged from $3K to $2M following CZ’s mention. We break down the timeline and key risks.

Rachael Lucas, an analyst at BTC Markets, said the growing accumulation of Bitcoin suggests “larger players are doubling down.”

Rachael Lucas, an analyst at BTC Markets, said the growing accumulation of Bitcoin suggests “larger players are doubling down.”

The supply of Ether is being pressured like never before, and with increasing institutional demand, the price is expected to continue rising from here, analysts say.

The supply of Ether is being pressured like never before, and with increasing institutional demand, the price is expected to continue rising from here, analysts say.

Crypto analysts say the weekend’s market volatility is temporary and are predicting an upward trend to emerge in the coming weeks.

Crypto analysts say the weekend’s market volatility is temporary and are predicting an upward trend to emerge in the coming weeks.

Fantasy sports crypto platform Sorare is migrating from Ethereum to Solana, with its CEO saying it is a better fit for Sorare due to its scalability and focus on consumer applications.

Fantasy sports crypto platform Sorare is migrating from Ethereum to Solana, with its CEO saying it is a better fit for Sorare due to its scalability and focus on consumer applications.

Crypto markets rebounded to $4 trillion after the largest liquidation event in history as analysts maintained bullish October forecasts, citing structural factors.

Crypto markets rebounded to $4 trillion after the largest liquidation event in history as analysts maintained bullish October forecasts, citing structural factors.

BlackRock is the largest asset manager in the world, with $13.46 trillion in assets under management and comprising $104 billion in crypto assets.

BlackRock is the largest asset manager in the world, with $13.46 trillion in assets under management and comprising $104 billion in crypto assets.

Unlimited leverage and sentiment-driven valuations create cascading liquidations that wipe billions overnight. Crypto’s maturity demands systematic discipline.

Unlimited leverage and sentiment-driven valuations create cascading liquidations that wipe billions overnight. Crypto’s maturity demands systematic discipline.

BitMine chair Tom Lee said that Ether going to $12,000 wouldn’t be a “blow off top,” it will just be price discovery at a new level.

BitMine chair Tom Lee said that Ether going to $12,000 wouldn’t be a “blow off top,” it will just be price discovery at a new level.

Despite a comparably muted October, bitcoin’s steady performance near $110,000 and signs of Fed easing have analysts calling for a breakout.  ( 32 min )

The World Liberty Financial co-founder said in a CoinDesk TV interview he is currently working on tokenizing a real estate project tied to a building under development.  ( 32 min )

Coinbase launched The Blue Carpet, then added BNB to its roadmap — an intent signal, not a guarantee — pending market-making support and technical readiness.  ( 33 min )

If you manage a Bitcoin treasury, now is the moment to shift from passive reserve to active participant in the Bitcoin economy, argues Voltage’s Bobby Shell.  ( 36 min )

In the 20th century, investors who understood energy shaped industries and built massive fortunes. This century, the commodity that matters most is compute, whether you’re mining bitcoin or training AI models, writes HIVE Blockchain Technologies’ Frank Holmes.  ( 33 min )

What began as a macro-driven unwind on crypto Black Friday rapidly evolved into a market-wide stress event — underscoring how tightly coupled liquidity, collateral and oracle systems have become, writes CoinDesk Data’s Joshua de Vos.  ( 33 min )

CEO Brad Garlinghouse, whose company is seeking a federal bank license and Federal Reserve "master account," called banker pushback "hypocritical."  ( 32 min )

The partnership will utilize Aptos' layer-1 blockchain to distribute digital rewards, with a focus on real-world utility rather than speculation.  ( 31 min )

Erebor can operate as a national bank in the U.S., according to a charter approval from the Office of the Comptroller of the Currency.  ( 32 min )

Roughly $12 billion in futures positions were wiped out on Friday, marking a major shift in market structure and potentially signaling a bottom.  ( 32 min )

Stellar’s native token weathered sharp intraday swings, buoyed by strong institutional demand and surging volumes tied to WisdomTree’s new crypto ETP  ( 34 min )

The Hedera token trades in a tight but volatile range as the crypto market continues to recover from the weekend's crash.  ( 32 min )

Also: ETH’s Sepolia Gets Fusaka Upgrade, Monero Releases Privacy Boost For Nodes and EF Expands Its Push Into Privacy.  ( 39 min )

Strategy is the world's largest publicly-listed BTC holder.  ( 32 min )

Supply has surged 72% year-over-year, led by Ethereum, Solana, and Plasma’s record debut, as stablecoins begin to mirror core banking functions  ( 33 min )

The crypto exchange is integrating Superstate’s Opening Bell platform to offer natively tokenized public equities for investors outside the U.S.  ( 32 min )

The firm said it sees a "sustained imbalance" between demand and supply of AI computing power, and projected to generate up to $2 billion annually from AI operations.  ( 33 min )

The broker sees CMPO shares gaining from operational momentum and Arculus’s new trading features, with M&A potential still offering upside.  ( 32 min )

Built by Texture Capital and Sologenic, the platform aims to bring real onchain stock ownership for U.S. retail users, executives said in an interview.  ( 33 min )

If approved, these would become some of the most extreme crypto-linked instruments available to U.S. investors.  ( 33 min )

NEAR Protocol (NEAR) was also an underperformer, falling 2.8% from Tuesday.  ( 27 min )

The acquisition marks the first move by the Artificial Intelligence Infrastructure Partnership, which plans to deploy up to $100 billion.  ( 32 min )

Bitcoin traded near the bottom of its range at $112,000 while altcoins tumbled, led by FET’s steep drop.  ( 34 min )

Initial trades were conducted by major market participants, including Wintermute, Galaxy, Cumberland DRW, and SuperState.  ( 33 min )

In an Oct. 14 memo, Matt Hougan says about $20 billion was liquidated, no major firms failed, core tech mostly held and clients stayed calm — signs the impact won’t last.  ( 34 min )

Circle and Coinbase are poised to benefit most, as stablecoins reshape global payments and challenge the dominance of traditional correspondent banks.  ( 33 min )

Today’s shutdown coincides with record gold prices, and a major leverage flush out.  ( 34 min )

Both companies unveil major note offerings to strengthen balance sheets and accelerate growth in data center and computing infrastructure  ( 32 min )

Your day-ahead look for Oct. 15, 2025  ( 40 min )

BNB Chain and Binance launched initiatives to shore up confidence, including a $45 million airdrop and a $400 million "Together Initiative".  ( 33 min )

Hambro told Bloomberg TV gold “could go a lot higher” as long-term price decks lag spot; miners’ margins are among the strongest he has seen.  ( 33 min )

Earlier this year, the firm announced a collaboration with Chipper Cash to power crypto-enabled payments and confirmed that its USD-backed stablecoin, RLUSD, would roll out in African markets.  ( 32 min )

The boom in corporate bitcoin buyers highlights how fast DATs are scaling. But their model is fragile when outperformance depends on premiums, converts, and cheap debt.  ( 34 min )

A wallet linked to the hacked LuBian Bitcoin mining pool moved 9,757 BTC, worth $1.1 billion, after three years of inactivity.  ( 31 min )

The Fed's quantitative tightening, which began in 2022, has reduced the balance sheet from $9 trillion to $6.6 trillion.  ( 33 min )

The $2.40–$2.42 support zone is crucial for XRP, with buyers defending this level amid volatile trading conditions.  ( 32 min )

EUROD will be listed on Madrid-based crypto platform Bit2Me, which is backed by major institutions including telecom giant Telefonica.  ( 32 min )

The pending deal extends Coinbase’s backing and follows CoinDCX’s 2022 raise of $135 million at a $2.15 billion valuation.  ( 31 min )

The localized crisis on Binance could have spread had it not been for OTC desks acting as shock absorbers, Finery Markets said.  ( 33 min )

A record deleveraging erased speculative positions but not conviction, as both Glassnode and CryptoQuant highlight steady whale accumulation, rising USDT supply, and persistent ETF inflows.  ( 34 min )

Anthropic released Claude Haiku 4.5 on Wednesday, a smaller and significantly cheaper artificial intelligence model that matches the coding capabilities of systems that were considered cutting-edge just months ago, marking the latest salvo in an intensifying competition to dominate enterprise AI. The model costs $1 per million input tokens and $5 per million output tokens — roughly one-third the price of Anthropic's mid-sized Sonnet 4 model released in May, while operating more than twice as fast. In certain tasks, particularly operating computers autonomously, Haiku 4.5 actually surpasses its more expensive predecessor. "Haiku 4.5 is a clear leap in performance and is now largely as smart as Sonnet 4 while being significantly faster and one-third of the cost," an Anthropic spokesperson to…

As expected after days of leaks and rumors online, Google has unveiled Veo 3.1, its latest AI video generation model, bringing a suite of creative and technical upgrades aimed at improving narrative control, audio integration, and realism in AI-generated video. While the updates expand possibilities for hobbyists and content creators using Google’s online AI creation app, Flow, the release also signals a growing opportunity for enterprises, developers, and creative teams seeking scalable, customizable video tools. The quality is higher, the physics better, the pricing the same as before, and the control and editing features more robust and varied. My initial tests showed it to be a powerful and performant model that immediately delights with each generation. However, the look is more cin…

The Dfinity Foundation on Wednesday released Caffeine, an artificial intelligence platform that allows users to build and deploy web applications through natural language conversation alone, bypassing traditional coding entirely. The system, which became publicly available today, represents a fundamental departure from existing AI coding assistants by building applications on a specialized decentralized infrastructure designed specifically for autonomous AI development. Unlike GitHub Copilot, Cursor, or other "vibe coding" tools that help human developers write code faster, Caffeine positions itself as a complete replacement for technical teams. Users describe what they want in plain language, and an ensemble of AI models writes, deploys, and continually updates production-grade applicatio…

For almost five years now, vivo has replaced the FunTouch OS for OriginOS in its home market of China. Now, the company is finally rolling it out to the rest of the world. Though by this time, the mobile operating system is already in its sixth version. All that being said though, it looks like […] The post vivo Announces OriginOS 6 Release Worldwide; Replacing FunTouch OS appeared first on Lowyat.NET.  ( 35 min )

After some setbacks in its manufacturing process, the Xperia 1 VII is finally in our hands. If I’m honest, the phone isn’t trying to change the status quo and by that, I mean the aesthetics haven’t actually changed since last year. But there are definitely some differences, most of which are underneath the hood, with […] The post Sony Xperia 1 VII Review: Same Look, Improved Camera appeared first on Lowyat.NET.  ( 47 min )

Casio is celebrating the 40th anniversary of Back to the Future with a special edition of its popular calculator watch. Known as the CA-500WEBF, this limited release was created in collaboration with Universal Products & Experiences (UP&E). It pays tribute to both the 1985 film and Casio’s iconic timepiece, which was also worn by Marty […] The post Casio Unveils Back To The Future 40th Anniversary Limited Edition Calculator Watch appeared first on Lowyat.NET.  ( 17 min )

From Comet to OpenAI’s undisclosed project, many major AI companies are hard at work developing their own in-house AI browser. However, if you’re keen on using AI as your default way of searching but not interested in downloading any of them, then Mozilla has you covered. Starting today, you can now use Perplexity AI as […] The post Firefox Officially Adds Perplexity AI To Search Engine appeared first on Lowyat.NET.  ( 34 min )

Users have taken to social media to report power outages affecting various locations across West Malaysia. Many of these complaints — posted separately on different platforms (including our own forum) — appeared around the same time, suggesting that the incident may have stemmed from a common cause. Reports on the matter began surfacing around 4 […] The post Widespread Power Outages Reported In Several Areas Across West Malaysia appeared first on Lowyat.NET.  ( 33 min )

Malaysia will soon make electronic Know Your Customer (eKYC) identity verification compulsory for social media platforms. This is to prevent children aged below 13 from making accounts on these websites and apps. According to Communications Minister Datuk Fahmi Fadzil, this requirement serves to protect children online. Additionally, it is meant to ensure these social media […] The post Fahmi: Malaysia To Enforce eKYC Verification For Social Media Platforms appeared first on Lowyat.NET.  ( 33 min )

The Malaysian Communications and Multimedia Commission (MCMC) has begun a Public Inquiry on its proposed Mandatory Standards for Prepaid Public Cellular Service User Registration. The inquiry, held in accordance with Sections 55 and 61 of the Communications and Multimedia Act 1998, seeks to promote transparency and public participation in shaping the new regulatory framework. The […] The post MCMC Opens Public Inquiry On New Mandatory Standards For Prepaid SIM Registration appeared first on Lowyat.NET.  ( 35 min )

MG Motors, together with SAIC Motor Malaysia (SMM), has announced the local assembly (CKD) of MG vehicles in Malaysia. This CKD operation will take place at a facility in Melaka through the automaker’s collaboration with EP Manufacturing Berhad (EPMB). The CKD operation is set to begin in the first half of 2026, and the MGS5 […] The post MG Motors To Begin CKD Operations In Malaysia By First-Half Of 2026 appeared first on Lowyat.NET.  ( 17 min )

The Selangor government has just released its own all-in-one app called Nine. This comprehensive “super app” is said to combine various essential services and smart features that Selangor residents need for a more “efficient lifestyle”. With the app, users can pay for parking, access municipal and local government services, and use it as their main […] The post Selangor Government Launches Its All-In-One App Nine appeared first on Lowyat.NET.  ( 34 min )

Mercedes-Benz has unveiled a concept car known as the Vision Iconic. The vehicle was revealed at the marque’s design house in Shanghai, China. As per the official fluff, the concept represents the bridge between the future of the company’s EV cars and the rich heritage of the automaker, by combining classic design elements with new […] The post Mercedes-Benz Unveils Vision Iconic Concept Car appeared first on Lowyat.NET.  ( 35 min )

Panther Lake has barely just been announced, but there are many among us who are hovering over a particular subject: its Xe3 architecture and more specifically, the future Xe3P. This is, in part, expected to be part of the ARC Celestial series, but now it seems that the Compute Units (CUs) will be heading to […] The post Intel Xe3P Reportedly Heading To Nova Lake-S Desktop CPUs appeared first on Lowyat.NET.  ( 33 min )

AMD’s Ryzen AI APU, Sound Wave, isn’t a name you’d be familiar with but it has appeared in the past. Recent rumours have suggested that the APU could be the chipmaker’s ARM-based APU, marking the return of a non-x86 processor after more than a decade. Recently, a shipping manifest listing the alleged Sound Wave APU […] The post AMD Ryzen AI “Sound Wave” APU Appears In Shipping Manifests appeared first on Lowyat.NET.  ( 34 min )

Little over a week after the local launch of the Arctis Nova Elite, SteelSeries is announcing a refreshed version of its Nova 7 Wireless headphones. Aptly named the Arctis Nova 7 Wireless Gen 2, these over-ears feature improved battery life while still maintaining a mid-range price point.  The Nova 7 Wireless Gen 2 features 40mm […] The post SteelSeries Launches Arctis Nova 7 Wireless Gen 2 Headset appeared first on Lowyat.NET.  ( 35 min )

Back when the Switch 2 was officially unveiled, the company announced that it will be launching the Nintendo eShop and Nintendo Switch Online services in four countries in the Southeast Asia region, including Malaysia. At the time, no further information was available. But now, we have confirmation that these services will launch next month, on […] The post Nintendo eShop To Launch In Malaysia 18 November 2025 appeared first on Lowyat.NET.  ( 33 min )

Nissan has unveiled the first official images of its facelifted Ariya electric SUV crossover ahead of its debut at the upcoming Japan Mobility Show in Tokyo. However, this model has been reported to be an exclusive Japan-only model as of now. Nevertheless, let us see what updates have been made to the Ariya. In terms […] The post Nissan Unveils Ariya EV Facelift Ahead Of Japan Mobility Show appeared first on Lowyat.NET.  ( 35 min )

Samsung has announced that it will be hosting another event next week. Called Worlds Wide Open, the event is slated for 21 October at 10PM Eastern Time. For us, that’s the following day, 22 October, at 10AM. Perhaps unsurprisingly, the main focus of this event will be Project Moohan, which has been the subject of […] The post Samsung To Launch Project Moohan At Worlds Wide Open Event appeared first on Lowyat.NET.  ( 33 min )

This is today’s edition of The Download, our weekday newsletter that provides a daily dose of what’s going on in the world of technology. Big Tech’s big bet on a controversial carbon removal tactic Microsoft, JP MorganChase, and a tech company consortium that includes Alphabet, Meta, Shopify, and Stripe have all recently struck multimillion-dollar deals to pay…  ( 22 min )

Artificial intelligence has always promised speed, efficiency, and new ways of solving problems. But what’s changed in the past few years is how quickly those promises are becoming reality. From oil and gas to retail, logistics to law, AI is no longer confined to pilot projects or speculative labs. It is being deployed in critical…  ( 19 min )

It’s the 25th of June and I’m shivering in my lab-issued underwear in Fort Worth, Texas. Libby Cowgill, an anthropologist in a furry parka, has wheeled me and my cot into a metal-walled room set to 40 °F. A loud fan pummels me from above and siphons the dregs of my body heat through the…  ( 44 min )

For years at Orchard Care Homes, a 23‑facility dementia-care chain in northern England, Cheryl Baird watched nurses fill out the Abbey Pain Scale, an observational methodology used to evaluate pain in those who can’t communicate verbally. Baird, a former nurse who was then the facility’s director of quality, describes it as “a tick‑box exercise where…  ( 30 min )

Over the last century, much of the US pulp and paper industry crowded into the southeastern corner of the nation, setting up mills amid sprawling timber forests to strip the fibers from juvenile loblolly, long leaf, and slash pine trees. Today, after the factories chip the softwood and digest it into pulp, the leftover lignin,…  ( 36 min )

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An oracle vulnerability on Binance contributed to Friday’s market crash, which clocked in as the largest liquidation event in history at $19 B. In this article, Cointelegraph Research analyses newly released forensic orderbook data from the crash.

An oracle vulnerability on Binance contributed to Friday’s market crash, which clocked in as the largest liquidation event in history at $19 B. In this article, Cointelegraph Research analyses newly released forensic orderbook data from the crash.

Japan is set to amend its rules, which would empower its securities regulator to investigate and punish those involved in crypto-related insider trading.

Japan is set to amend its rules, which would empower its securities regulator to investigate and punish those involved in crypto-related insider trading.